Journal Article
. 2005 Aug;27(8).
doi: 10.1109/TPAMI.2005.159.

Feature selection based on mutual information: criteria of max-dependency, max-relevance, and min-redundancy

Hanchuan Peng 1 Fuhui Long  Chris Ding  
Affiliations
  • PMID: 16119262
  •     816 citations

Abstract

Feature selection is an important problem for pattern classification systems. We study how to select good features according to the maximal statistical dependency criterion based on mutual information. Because of the difficulty in directly implementing the maximal dependency condition, we first derive an equivalent form, called minimal-redundancy-maximal-relevance criterion (mRMR), for first-order incremental feature selection. Then, we present a two-stage feature selection algorithm by combining mRMR and other more sophisticated feature selectors (e.g., wrappers). This allows us to select a compact set of superior features at very low cost. We perform extensive experimental comparison of our algorithm and other methods using three different classifiers (naive Bayes, support vector machine, and linear discriminate analysis) and four different data sets (handwritten digits, arrhythmia, NCI cancer cell lines, and lymphoma tissues). The results confirm that mRMR leads to promising improvement on feature selection and classification accuracy.

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Sensors (Basel), 2013 Apr 26; 13(5). PMID: 23615581    Free PMC article.
Review.
A Tool Preference Choice Method for RNA Secondary Structure Prediction by SVM with Statistical Tests.
Chiou-Yi Hor, Chang-Biau Yang, +2 authors, Hung-Hsin Chen.
Evol Bioinform Online, 2013 May 04; 9. PMID: 23641141    Free PMC article.
An ensemble prognostic model for colorectal cancer.
Bi-Qing Li, Tao Huang, +4 authors, Yu-Dong Cai.
PLoS One, 2013 May 10; 8(5). PMID: 23658834    Free PMC article.
A novel method of predicting protein disordered regions based on sequence features.
Tong-Hui Zhao, Min Jiang, +4 authors, Yu-Dong Cai.
Biomed Res Int, 2013 May 28; 2013. PMID: 23710446    Free PMC article.
A hybrid feature subset selection algorithm for analysis of high correlation proteomic data.
Hussain Montazery Kordy, Mohammad Hossein Miran Baygi, Mohammad Hassan Moradi.
J Med Signals Sens, 2013 May 30; 2(3). PMID: 23717808    Free PMC article.
HyMaP: A hybrid magnitude-phase approach to unsupervised segmentation of tumor areas in breast cancer histology images.
Adnan M Khan, Hesham El-Daly, Emma Simmons, Nasir M Rajpoot.
J Pathol Inform, 2013 Jun 15; 4(Suppl). PMID: 23766931    Free PMC article.
Prediction of protein amidation sites by feature selection and analysis.
Weiren Cui, Shen Niu, +7 authors, Yixue Li.
Mol Genet Genomics, 2013 Jun 25; 288(9). PMID: 23793388
Prediction and Analysis of Post-Translational Pyruvoyl Residue Modification Sites from Internal Serines in Proteins.
Yang Jiang, Bi-Qing Li, +4 authors, Yu-Dong Cai.
PLoS One, 2013 Jun 28; 8(6). PMID: 23805260    Free PMC article.
An information-theoretic machine learning approach to expression QTL analysis.
Tao Huang, Yu-Dong Cai.
PLoS One, 2013 Jul 05; 8(6). PMID: 23825689    Free PMC article.
DNA methylation patterns facilitate the identification of microRNA transcription start sites: a brain-specific study.
Tapas Bhadra, Malay Bhattacharyya, +2 authors, Sanghamitra Bandyopadhyay.
PLoS One, 2013 Jul 05; 8(6). PMID: 23826117    Free PMC article.
EMG-based facial gesture recognition through versatile elliptic basis function neural network.
Mahyar Hamedi, Sh-Hussain Salleh, Mehdi Astaraki, Alias Mohd Noor.
Biomed Eng Online, 2013 Jul 23; 12. PMID: 23866903    Free PMC article.
DBSI: DNA-binding site identifier.
Xiaolei Zhu, Spencer S Ericksen, Julie C Mitchell.
Nucleic Acids Res, 2013 Jul 23; 41(16). PMID: 23873960    Free PMC article.
The utility of data-driven feature selection: re: Chu et al. 2012.
Wesley T Kerr, Pamela K Douglas, Ariana Anderson, Mark S Cohen.
Neuroimage, 2013 Jul 31; 84. PMID: 23891886    Free PMC article.
Synergistic combination of clinical and imaging features predicts abnormal imaging patterns of pulmonary infections.
Ulas Bagci, Kirsten Jaster-Miller, +2 authors, Daniel J Mollura.
Comput Biol Med, 2013 Aug 13; 43(9). PMID: 23930819    Free PMC article.
Analysis and prediction of highly effective antiviral peptides based on random forests.
Kuan Y Chang, Je-Ruei Yang.
PLoS One, 2013 Aug 14; 8(8). PMID: 23940542    Free PMC article.
Classification of pulmonary nodules by using hybrid features.
Ahmet Tartar, Niyazi Kilic, Aydin Akan.
Comput Math Methods Med, 2013 Aug 24; 2013. PMID: 23970942    Free PMC article.
Feature selection in the reconstruction of complex network representations of spectral data.
Massimiliano Zanin, Ernestina Menasalvas, Stefano Boccaletti, Pedro Sousa.
PLoS One, 2013 Aug 31; 8(8). PMID: 23991036    Free PMC article.
Prediction and analysis of retinoblastoma related genes through gene ontology and KEGG.
Zhen Li, Bi-Qing Li, +4 authors, Tao Huang.
Biomed Res Int, 2013 Sep 03; 2013. PMID: 23998122    Free PMC article.
Microbiomic signatures of psoriasis: feasibility and methodology comparison.
Alexander Statnikov, Alexander V Alekseyenko, +4 authors, Constantin F Aliferis.
Sci Rep, 2013 Sep 11; 3. PMID: 24018484    Free PMC article.
Antimicrobial peptides design by evolutionary multiobjective optimization.
Giuseppe Maccari, Mariagrazia Di Luca, +4 authors, Angelo Bifone.
PLoS Comput Biol, 2013 Sep 17; 9(9). PMID: 24039565    Free PMC article.
Feature ranking based on synergy networks to identify prognostic markers in DPT-1.
Amin Ahmadi Adl, Xiaoning Qian, +2 authors, Jeffrey P Krischer.
EURASIP J Bioinform Syst Biol, 2013 Sep 21; 2013(1). PMID: 24050757    Free PMC article.
A consistency-based feature selection method allied with linear SVMs for HIV-1 protease cleavage site prediction.
Orkun Oztürk, Alper Aksaç, +2 authors, Reda Alhajj.
PLoS One, 2013 Sep 24; 8(8). PMID: 24058397    Free PMC article.
Position-specific analysis and prediction of protein pupylation sites based on multiple features.
Xiaowei Zhao, Jiangyan Dai, +3 authors, Pingping Sun.
Biomed Res Int, 2013 Sep 26; 2013. PMID: 24066285    Free PMC article.
Prediction of effective drug combinations by chemical interaction, protein interaction and target enrichment of KEGG pathways.
Lei Chen, Bi-Qing Li, +3 authors, Yu-Dong Cai.
Biomed Res Int, 2013 Oct 02; 2013. PMID: 24083237    Free PMC article.
Using protein interaction database and support vector machines to improve gene signatures for prediction of breast cancer recurrence.
Mohammad Reza Sehhati, Alireza Mehri Dehnavi, Hossein Rabbani, Shaghayegh Haghjoo Javanmard.
J Med Signals Sens, 2013 Oct 08; 3(2). PMID: 24098862    Free PMC article.
Hierarchical, multi-sensor based classification of daily life activities: comparison with state-of-the-art algorithms using a benchmark dataset.
Heike Leutheuser, Dominik Schuldhaus, Bjoern M Eskofier.
PLoS One, 2013 Oct 17; 8(10). PMID: 24130686    Free PMC article.
Visual pursuit response in the severe disorder of consciousness: modulation by the central autonomic system and a predictive model.
Francesco Riganello, Maria D Cortese, Giuliano Dolce, Walter G Sannita.
BMC Neurol, 2013 Nov 08; 13. PMID: 24195685    Free PMC article.
Functional brain networks: random, "small world" or deterministic?
Katarzyna J Blinowska, Maciej Kaminski.
PLoS One, 2013 Nov 10; 8(10). PMID: 24205313    Free PMC article.
AlPOs synthetic factor analysis based on maximum weight and minimum redundancy feature selection.
Yuting Guo, Jianzhong Wang, +4 authors, Yinghua Lv.
Int J Mol Sci, 2013 Nov 13; 14(11). PMID: 24217226    Free PMC article.
Prediction of protein essentiality by the support vector machine with statistical tests.
Chiou-Yi Hor, Chang-Biau Yang, Zih-Jie Yang, Chiou-Ting Tseng.
Evol Bioinform Online, 2013 Nov 20; 9. PMID: 24250217    Free PMC article.
Classifying human voices by using hybrid SFX time-series preprocessing and ensemble feature selection.
Simon Fong, Kun Lan, Raymond Wong.
Biomed Res Int, 2013 Nov 30; 2013. PMID: 24288684    Free PMC article.
A machine learned classifier that uses gene expression data to accurately predict estrogen receptor status.
Meysam Bastani, Larissa Vos, +4 authors, Russell Greiner.
PLoS One, 2013 Dec 07; 8(12). PMID: 24312637    Free PMC article.
Prediction of gene phenotypes based on GO and KEGG pathway enrichment scores.
Tao Zhang, Min Jiang, +2 authors, Yudong Cai.
Biomed Res Int, 2013 Dec 07; 2013. PMID: 24312912    Free PMC article.
GyneScan: an improved online paradigm for screening of ovarian cancer via tissue characterization.
U Rajendra Acharya, S Vinitha Sree, +4 authors, Jasjit S Suri.
Technol Cancer Res Treat, 2013 Dec 12; 13(6). PMID: 24325128    Free PMC article.
Prostate Segmentation in CT Images via Spatial-Constrained Transductive Lasso.
Yinghuan Shi, Shu Liao, +3 authors, Dinggang Shen.
Proc IEEE Comput Soc Conf Comput Vis Pattern Recognit, 2013 Dec 18;. PMID: 24336321    Free PMC article.
Dynamic changes of spatial functional network connectivity in healthy individuals and schizophrenia patients using independent vector analysis.
Sai Ma, Vince D Calhoun, Ronald Phlypo, Tülay Adalı.
Neuroimage, 2014 Jan 15; 90. PMID: 24418507    Free PMC article.
Highly Cited.
Predicting DNA-binding sites of proteins based on sequential and 3D structural information.
Bi-Qing Li, Kai-Yan Feng, Juan Ding, Yu-Dong Cai.
Mol Genet Genomics, 2014 Jan 23; 289(3). PMID: 24448651
Prediction of substrate-enzyme-product interaction based on molecular descriptors and physicochemical properties.
Bing Niu, Guohua Huang, +4 authors, Tao Huang.
Biomed Res Int, 2014 Jan 24; 2013. PMID: 24455714    Free PMC article.
Prediction of aptamer-target interacting pairs with pseudo-amino acid composition.
Bi-Qing Li, Yu-Chao Zhang, +3 authors, Yu-Dong Cai.
PLoS One, 2014 Jan 28; 9(1). PMID: 24466214    Free PMC article.
Selecting age-related functional characteristics in the human gut microbiome.
Yemin Lan, Andres Kriete, Gail L Rosen.
Microbiome, 2014 Jan 29; 1(1). PMID: 24467949    Free PMC article.
Automatic conversational scene analysis in children with Asperger syndrome/high-functioning autism and typically developing peers.
Alessandro Tavano, Anna Pesarin, Vittorio Murino, Marco Cristani.
PLoS One, 2014 Feb 04; 9(1). PMID: 24489674    Free PMC article.
Classification of non-small cell lung cancer based on copy number alterations.
Bi-Qing Li, Jin You, Tao Huang, Yu-Dong Cai.
PLoS One, 2014 Feb 08; 9(2). PMID: 24505469    Free PMC article.
Using multidimensional mutual information to prioritize mammographic features for breast cancer diagnosis.
Y Wu, D J Vanness, E S Burnside.
AMIA Annu Symp Proc, 2014 Feb 20; 2013. PMID: 24551425    Free PMC article.
A nucleosomal approach to inferring causal relationships of histone modifications.
Ngoc Le, Tu Ho, Bich Ho, Dang Tran.
BMC Genomics, 2014 Feb 26; 15 Suppl 1. PMID: 24564627    Free PMC article.
Multi-task feature selection in microarray data by binary integer programming.
Liang Lan, Slobodan Vucetic.
BMC Proc, 2014 Feb 26; 7(Suppl 7). PMID: 24564944    Free PMC article.
The role of electrostatic energy in prediction of obligate protein-protein interactions.
Mina Maleki, Gokul Vasudev, Luis Rueda.
Proteome Sci, 2014 Feb 26; 11(Suppl 1). PMID: 24564955    Free PMC article.
An automatic segmentation and classification framework for anti-nuclear antibody images.
Chung-Chuan Cheng, Tsu-Yi Hsieh, Jin-Shiuh Taur, Yung-Fu Chen.
Biomed Eng Online, 2014 Feb 26; 12 Suppl 1. PMID: 24565042    Free PMC article.
PREAL: prediction of allergenic protein by maximum Relevance Minimum Redundancy (mRMR) feature selection.
Jing Wang, Dabing Zhang, Jing Li.
BMC Syst Biol, 2014 Feb 26; 7 Suppl 5. PMID: 24565053    Free PMC article.
Feature selection for chemical sensor arrays using mutual information.
X Rosalind Wang, Joseph T Lizier, +3 authors, Stephen C Trowell.
PLoS One, 2014 Mar 07; 9(3). PMID: 24595058    Free PMC article.
An active learning approach for rapid characterization of endothelial cells in human tumors.
Raghav K Padmanabhan, Vinay H Somasundar, +14 authors, William M F Lee.
PLoS One, 2014 Mar 08; 9(3). PMID: 24603893    Free PMC article.
Inferring gene dependency network specific to phenotypic alteration based on gene expression data and clinical information of breast cancer.
Xionghui Zhou, Juan Liu.
PLoS One, 2014 Mar 19; 9(3). PMID: 24637666    Free PMC article.
An improved feature selection based on effective range for classification.
Jianzhong Wang, Shuang Zhou, Yugen Yi, Jun Kong.
ScientificWorldJournal, 2014 Apr 02; 2014. PMID: 24688449    Free PMC article.
Spatio-temporal texture (SpTeT) for distinguishing vulnerable from stable atherosclerotic plaque on dynamic contrast enhancement (DCE) MRI in a rabbit model.
Tao Wan, Anant Madabhushi, +6 authors, Andrew J Buckler.
Med Phys, 2014 Apr 04; 41(4). PMID: 24694153    Free PMC article.
Reverse engineering cellular networks with information theoretic methods.
Alejandro F Villaverde, John Ross, Julio R Banga.
Cells, 2013 Jan 01; 2(2). PMID: 24709703    Free PMC article.
Identification of thyroid carcinoma related genes with mRMR and shortest path approaches.
Yaping Xu, Yue Deng, +5 authors, Jingping Fan.
PLoS One, 2014 Apr 11; 9(4). PMID: 24718460    Free PMC article.
MIDER: network inference with mutual information distance and entropy reduction.
Alejandro F Villaverde, John Ross, Federico Morán, Julio R Banga.
PLoS One, 2014 May 09; 9(5). PMID: 24806471    Free PMC article.
EMG feature assessment for myoelectric pattern recognition and channel selection: a study with incomplete spinal cord injury.
Jie Liu, Xiaoyan Li, Guanglin Li, Ping Zhou.
Med Eng Phys, 2014 May 23; 36(7). PMID: 24844608    Free PMC article.
COUGER--co-factors associated with uniquely-bound genomic regions.
Alina Munteanu, Uwe Ohler, Raluca Gordân.
Nucleic Acids Res, 2014 May 28; 42(Web Server issue). PMID: 24861628    Free PMC article.
Regional manifold learning for disease classification.
Dong Hye Ye, Benoit Desjardins, +2 authors, Kilian M Pohl.
IEEE Trans Med Imaging, 2014 Jun 04; 33(6). PMID: 24893254    Free PMC article.
Learning to rank atlases for multiple-atlas segmentation.
Gerard Sanroma, Guorong Wu, Yaozong Gao, Dinggang Shen.
IEEE Trans Med Imaging, 2014 Jun 04; 33(10). PMID: 24893367    Free PMC article.
Multiparametric MRI characterization and prediction in autism spectrum disorder using graph theory and machine learning.
Yongxia Zhou, Fang Yu, Timothy Duong.
PLoS One, 2014 Jun 13; 9(6). PMID: 24922325    Free PMC article.
Geometric facial gender scoring: objectivity of perception.
Syed Zulqarnain Gilani, Kathleen Rooney, +2 authors, Ajmal Mian.
PLoS One, 2014 Jun 14; 9(6). PMID: 24923319    Free PMC article.
Information theoretic approach to complex biological network reconstruction: application to cytokine release in RAW 264.7 macrophages.
Farzaneh Farhangmehr, Mano Ram Maurya, Daniel M Tartakovsky, Shankar Subramaniam.
BMC Syst Biol, 2014 Jun 27; 8. PMID: 24964861    Free PMC article.
EEG-based workload estimation across affective contexts.
Christian Mühl, Camille Jeunet, Fabien Lotte.
Front Neurosci, 2014 Jun 28; 8. PMID: 24971046    Free PMC article.
Improved feature-selection method considering the imbalance problem in text categorization.
Jieming Yang, Zhaoyang Qu, Zhiying Liu.
ScientificWorldJournal, 2014 Jun 28; 2014. PMID: 24971386    Free PMC article.
Deformable segmentation of 3D MR prostate images via distributed discriminative dictionary and ensemble learning.
Yanrong Guo, Yaozong Gao, +3 authors, Dinggang Shen.
Med Phys, 2014 Jul 06; 41(7). PMID: 24989402    Free PMC article.
The impact of Platelet Rich Plasma (PRP) in osseointegration of oral implants in dental panoramic radiography: texture based evaluation.
Ioannis Georgakopoulos, Stavros Tsantis, +7 authors, Francesco Saverio Martelli.
Clin Cases Miner Bone Metab, 2014 Jul 09; 11(1). PMID: 25002881    Free PMC article.
MR PROSTATE SEGMENTATION VIA DISTRIBUTED DISCRIMINATIVE DICTIONARY (DDD) LEARNING.
Yanrong Guo, Yiqiang Zhan, +2 authors, Dinggang Shen.
Proc IEEE Int Symp Biomed Imaging, 2013 Jan 01; 2013. PMID: 25035792    Free PMC article.
Accurate in silico identification of species-specific acetylation sites by integrating protein sequence-derived and functional features.
Yuan Li, Mingjun Wang, +4 authors, Jiangning Song.
Sci Rep, 2014 Jul 22; 4. PMID: 25042424    Free PMC article.
Enhanced performance by time-frequency-phase feature for EEG-based BCI systems.
Baolei Xu, Yunfa Fu, +4 authors, Changhao Jiang.
ScientificWorldJournal, 2014 Jul 22; 2014. PMID: 25045733    Free PMC article.
A kernel-based multivariate feature selection method for microarray data classification.
Shiquan Sun, Qinke Peng, Adnan Shakoor.
PLoS One, 2014 Jul 23; 9(7). PMID: 25048512    Free PMC article.
Diagnosis of autism spectrum disorders using regional and interregional morphological features.
Chong-Yaw Wee, Li Wang, +2 authors, Dinggang Shen.
Hum Brain Mapp, 2014 Jul 23; 35(7). PMID: 25050428    Free PMC article.
Source selection for real-time user intent recognition toward volitional control of artificial legs.
Fan Zhang, He Huang.
IEEE J Biomed Health Inform, 2014 Jul 24; 17(5). PMID: 25055369    Free PMC article.
A novel channel selection method for multiple motion classification using high-density electromyography.
Yanjuan Geng, Xiufeng Zhang, Yuan-Ting Zhang, Guanglin Li.
Biomed Eng Online, 2014 Jul 26; 13. PMID: 25060509    Free PMC article.
Application of genetic algorithms and constructive neural networks for the analysis of microarray cancer data.
Rafael Marcos Luque-Baena, Daniel Urda, +2 authors, Jose M Jerez.
Theor Biol Med Model, 2014 Aug 01; 11 Suppl 1. PMID: 25077572    Free PMC article.
A feature selection method for classification within functional genomics experiments based on the proportional overlapping score.
Osama Mahmoud, Andrew Harrison, +4 authors, Berthold Lausen.
BMC Bioinformatics, 2014 Aug 13; 15. PMID: 25113817    Free PMC article.
Informative gene selection and direct classification of tumor based on Chi-square test of pairwise gene interactions.
Hongyan Zhang, Lanzhi Li, +4 authors, Zheming Yuan.
Biomed Res Int, 2014 Aug 21; 2014. PMID: 25140319    Free PMC article.
A hadoop-based method to predict potential effective drug combination.
Yifan Sun, Yi Xiong, Qian Xu, Dongqing Wei.
Biomed Res Int, 2014 Aug 26; 2014. PMID: 25147789    Free PMC article.
Automated classification of optical coherence tomography images for the diagnosis of oral malignancy in the hamster cheek pouch.
Paritosh Pande, Sebina Shrestha, +6 authors, Javier A Jo.
J Biomed Opt, 2014 Aug 28; 19(8). PMID: 25162909    Free PMC article.
Gene ontology and KEGG enrichment analyses of genes related to age-related macular degeneration.
Jian Zhang, ZhiHao Xing, +4 authors, Xun Xu.
Biomed Res Int, 2014 Aug 29; 2014. PMID: 25165703    Free PMC article.
Classification algorithms using multiple MRI features in mild traumatic brain injury.
Yvonne W Lui, Yuanyi Xue, +3 authors, Yao Wang.
Neurology, 2014 Aug 31; 83(14). PMID: 25171930    Free PMC article.
Prediction of S-nitrosylation modification sites based on kernel sparse representation classification and mRMR algorithm.
Guohua Huang, Lin Lu, +7 authors, Yu-Dong Cai.
Biomed Res Int, 2014 Sep 04; 2014. PMID: 25184139    Free PMC article.
Analysis of tumor suppressor genes based on gene ontology and the KEGG pathway.
Jing Yang, Lei Chen, +2 authors, Yu-Dong Cai.
PLoS One, 2014 Sep 11; 9(9). PMID: 25207935    Free PMC article.
Discriminating between lysine sumoylation and lysine acetylation using mRMR feature selection and analysis.
Ning Zhang, You Zhou, +4 authors, Yu-Dong Cai.
PLoS One, 2014 Sep 16; 9(9). PMID: 25222670    Free PMC article.
Sparse extreme learning machine for classification.
Zuo Bai, Guang-Bin Huang, +2 authors, M Brandon Westover.
IEEE Trans Cybern, 2014 Sep 16; 44(10). PMID: 25222727    Free PMC article.
Parameter Selection in Mutual Information-Based Feature Selection in Automated Diagnosis of Multiple Epilepsies Using Scalp EEG.
Wesley T Kerr, Ariana Anderson, +4 authors, Mark S Cohen.
Int Workshop Pattern Recognit Neuroimaging, 2012 Jul 01;. PMID: 25241830    Free PMC article.
Discriminating between deleterious and neutral non-frameshifting indels based on protein interaction networks and hybrid properties.
Ning Zhang, Tao Huang, Yu-Dong Cai.
Mol Genet Genomics, 2014 Sep 25; 290(1). PMID: 25248637
Identification and analysis of driver missense mutations using rotation forest with feature selection.
Xiuquan Du, Jiaxing Cheng.
Biomed Res Int, 2014 Sep 25; 2014. PMID: 25250338    Free PMC article.
IDEPI: rapid prediction of HIV-1 antibody epitopes and other phenotypic features from sequence data using a flexible machine learning platform.
N Lance Hepler, Konrad Scheffler, +6 authors, Sergei L Kosakovsky Pond.
PLoS Comput Biol, 2014 Sep 26; 10(9). PMID: 25254639    Free PMC article.
Brain connectivity and novel network measures for Alzheimer's disease classification.
Gautam Prasad, Shantanu H Joshi, +3 authors, Alzheimer's Disease Neuroimaging Initiative (ADNI).
Neurobiol Aging, 2014 Sep 30; 36 Suppl 1. PMID: 25264345    Free PMC article.
Feature selection with neighborhood entropy-based cooperative game theory.
Kai Zeng, Kun She, Xinzheng Niu.
Comput Intell Neurosci, 2014 Oct 03; 2014. PMID: 25276120    Free PMC article.
Balancing Clinical and Pathologic Relevence in the Machine Learning Diagnosis of Epilepsy.
Wesley T Kerr, Andrew Y Cho, +9 authors, Daniel H Silverman.
Int Workshop Pattern Recognit Neuroimaging, 2013 Jun 01; 2013. PMID: 25302313    Free PMC article.
Classifying vulnerability to sleep deprivation using baseline measures of psychomotor vigilance.
Amiya Patanaik, Chee Keong Kwoh, +2 authors, Michael W L Chee.
Sleep, 2014 Oct 18; 38(5). PMID: 25325482    Free PMC article.
Predicting A-to-I RNA editing by feature selection and random forest.
Yang Shu, Ning Zhang, +2 authors, Yu-Dong Cai.
PLoS One, 2014 Oct 23; 9(10). PMID: 25338210    Free PMC article.
mirMark: a site-level and UTR-level classifier for miRNA target prediction.
Mark Menor, Travers Ching, +2 authors, Lana X Garmire.
Genome Biol, 2014 Oct 26; 15(10). PMID: 25344330    Free PMC article.
CarSPred: a computational tool for predicting carbonylation sites of human proteins.
Hongqiang Lv, Jiuqiang Han, +3 authors, Dexing Zhong.
PLoS One, 2014 Oct 28; 9(10). PMID: 25347395    Free PMC article.
Supervised redundant feature detection for tumor classification.
Xue-Qiang Zeng, Guo-Zheng Li.
BMC Med Genomics, 2014 Oct 29; 7 Suppl 2. PMID: 25350857    Free PMC article.
Force sensor based tool condition monitoring using a heterogeneous ensemble learning model.
Guofeng Wang, Yinwei Yang, Zhimeng Li.
Sensors (Basel), 2014 Nov 19; 14(11). PMID: 25405514    Free PMC article.
Degree of contribution (DoC) feature selection algorithm for structural brain MRI volumetric features in depression detection.
Kuryati Kipli, Abbas Z Kouzani.
Int J Comput Assist Radiol Surg, 2014 Nov 25; 10(7). PMID: 25418867
Using eye movement analysis to study auditory effects on visual memory recall.
Ramtin Zargari Marandi, Seyed Hojjat Sabzpoushan.
Basic Clin Neurosci, 2014 Dec 02; 5(1). PMID: 25436085    Free PMC article.
Selective invocation of shape priors for deformable segmentation and morphologic classification of prostate cancer tissue microarrays.
Sahirzeeshan Ali, Robert Veltri, +2 authors, Anant Madabhushi.
Comput Med Imaging Graph, 2014 Dec 04; 41. PMID: 25466771    Free PMC article.
Prediction of protein-protein interactions from amino acid sequences using a novel multi-scale continuous and discontinuous feature set.
Zhu-Hong You, Lin Zhu, +3 authors, Zhen Ji.
BMC Bioinformatics, 2014 Dec 05; 15 Suppl 15. PMID: 25474679    Free PMC article.
Learning-Based Atlas Selection for Multiple-Atlas Segmentation.
Gerard Sanroma, Guorong Wu, Yaozong Gao, Dinggang Shen.
Conf Comput Vis Pattern Recognit Workshops, 2014 Dec 09; 2014. PMID: 25485313    Free PMC article.
Maximum-margin based representation learning from multiple atlases for Alzheimer's disease classification.
Rui Min, Jian Cheng, +2 authors, Dinggang Shen.
Med Image Comput Comput Assist Interv, 2014 Dec 09; 17(Pt 2). PMID: 25485381    Free PMC article.
Supervised Discriminative Group Sparse Representation for Mild Cognitive Impairment Diagnosis.
Heung-Il Suk, Chong-Yaw Wee, Seong-Whan Lee, Dinggang Shen.
Neuroinformatics, 2014 Dec 17; 13(3). PMID: 25501275    Free PMC article.
Computational study of estrogen receptor-alpha antagonist with three-dimensional quantitative structure-activity relationship, support vector regression, and linear regression methods.
Ying-Hsin Chang, Jun-Yan Chen, +3 authors, Chia-Ning Yang.
Int J Med Chem, 2013 Jan 01; 2013. PMID: 25505989    Free PMC article.
The importance of study design for detecting differentially abundant features in high-throughput experiments.
Huaien Luo, Juntao Li, +2 authors, Niranjan Nagarajan.
Genome Biol, 2014 Dec 18; 15(12). PMID: 25517037    Free PMC article.
A novel feature selection method and its application.
Bing Li, Tommy W S Chow, Di Huang.
J Intell Inf Syst, 2013 Oct 01; 41(2). PMID: 25530672    Free PMC article.
Utilizing spatial and spectral features of photoacoustic imaging for ovarian cancer detection and diagnosis.
Hai Li, Patrick Kumavor, Umar Salman Alqasemi, Quing Zhu.
J Biomed Opt, 2015 Jan 03; 20(1). PMID: 25554971    Free PMC article.
Classification of borderline personality disorder based on spectral power of resting-state fMRI.
Tingting Xu, Kathryn R Cullen, +3 authors, Keshab K Parhi.
Annu Int Conf IEEE Eng Med Biol Soc, 2015 Jan 09; 2014. PMID: 25571124    Free PMC article.
Semantic interpretation of robust imaging features for Fuhrman grading of renal carcinoma.
Andrew Champion, Guolan Lu, +3 authors, May D Wang.
Annu Int Conf IEEE Eng Med Biol Soc, 2015 Jan 09; 2014. PMID: 25571472    Free PMC article.
Feature selection in classification of eye movements using electrooculography for activity recognition.
S Mala, K Latha.
Comput Math Methods Med, 2015 Jan 13; 2014. PMID: 25574185    Free PMC article.
Reliable feature selection for automated angle closure glaucoma mechanism detection.
S Issac Niwas, Weisi Lin, +4 authors, P T K Chew.
J Med Syst, 2015 Feb 11; 39(3). PMID: 25663482
Algorithmic approaches to protein-protein interaction site prediction.
Tristan T Aumentado-Armstrong, Bogdan Istrate, Robert A Murgita.
Algorithms Mol Biol, 2015 Feb 26; 10. PMID: 25713596    Free PMC article.
DWFS: a wrapper feature selection tool based on a parallel genetic algorithm.
Othman Soufan, Dimitrios Kleftogiannis, Panos Kalnis, Vladimir B Bajic.
PLoS One, 2015 Feb 27; 10(2). PMID: 25719748    Free PMC article.
Prediction of O-glycosylation sites based on multi-scale composition of amino acids and feature selection.
Yuan Chen, Wei Zhou, Haiyan Wang, Zheming Yuan.
Med Biol Eng Comput, 2015 Mar 11; 53(6). PMID: 25752770
Electrocorticographic representations of segmental features in continuous speech.
Fabien Lotte, Jonathan S Brumberg, +4 authors, Gerwin Schalk.
Front Hum Neurosci, 2015 Mar 12; 9. PMID: 25759647    Free PMC article.
Efficient Data Mining for Local Binary Pattern in Texture Image Analysis.
Jin Tae Kwak, Sheng Xu, Bradford J Wood.
Expert Syst Appl, 2015 Mar 15; 42(9). PMID: 25767332    Free PMC article.
Performance of case-control rare copy number variation annotation in classification of autism.
Worrawat Engchuan, Kiret Dhindsa, +3 authors, Daniele Merico.
BMC Med Genomics, 2015 Mar 19; 8 Suppl 1. PMID: 25783485    Free PMC article.
An adaptive Hidden Markov model for activity recognition based on a wearable multi-sensor device.
Zhen Li, Zhiqiang Wei, +5 authors, Mingui Sun.
J Med Syst, 2015 Mar 20; 39(5). PMID: 25787786    Free PMC article.
DISIS: prediction of drug response through an iterative sure independence screening.
Yun Fang, Yufang Qin, +3 authors, Xiaoqi Zheng.
PLoS One, 2015 Mar 21; 10(3). PMID: 25794193    Free PMC article.
Prediction of antimicrobial peptides based on sequence alignment and support vector machine-pairwise algorithm utilizing LZ-complexity.
Xin Yi Ng, Bakhtiar Affendi Rosdi, Shahriza Shahrudin.
Biomed Res Int, 2015 Mar 25; 2015. PMID: 25802839    Free PMC article.
Classifying ten types of major cancers based on reverse phase protein array profiles.
Pei-Wei Zhang, Lei Chen, +3 authors, Yu-Dong Cai.
PLoS One, 2015 Mar 31; 10(3). PMID: 25822500    Free PMC article.
Synchronization, non-linear dynamics and low-frequency fluctuations: analogy between spontaneous brain activity and networked single-transistor chaotic oscillators.
Ludovico Minati, Pietro Chiesa, +2 authors, Jorge Jovicich.
Chaos, 2015 Apr 04; 25(3). PMID: 25833429    Free PMC article.
A new diagnostic vestibular evoked response.
Zeinab A Dastgheib, Brian Lithgow, Brian Blakley, Zahra Moussavi.
J Otolaryngol Head Neck Surg, 2015 Apr 19; 44. PMID: 25888785    Free PMC article.
Binary matrix shuffling filter for feature selection in neuronal morphology classification.
Congwei Sun, Zhijun Dai, +2 authors, Zheming Yuan.
Comput Math Methods Med, 2015 Apr 22; 2015. PMID: 25893005    Free PMC article.
Application of higher-order spectra for automated grading of diabetic maculopathy.
Muthu Rama Krishnan Mookiah, U Rajendra Acharya, +6 authors, Augustinus Laude.
Med Biol Eng Comput, 2015 Apr 22; 53(12). PMID: 25894464
Tensor-based Multi-view Feature Selection with Applications to Brain Diseases.
Bokai Cao, Lifang He, +3 authors, Ann B Ragin.
Proc IEEE Int Conf Data Min, 2015 May 06; 2014. PMID: 25937823    Free PMC article.
Gene Ontology and KEGG Pathway Enrichment Analysis of a Drug Target-Based Classification System.
Lei Chen, Chen Chu, +3 authors, Yu-Dong Cai.
PLoS One, 2015 May 08; 10(5). PMID: 25951454    Free PMC article.
Comparing the value of mammographic features and genetic variants in breast cancer risk prediction.
Yirong Wu, Jie Liu, +4 authors, Elizabeth S Burnside.
AMIA Annu Symp Proc, 2014 Jan 01; 2014. PMID: 25954434    Free PMC article.
Predict and Analyze Protein Glycation Sites with the mRMR and IFS Methods.
Yan Liu, Wenxiang Gu, Wenyi Zhang, Jianan Wang.
Biomed Res Int, 2015 May 12; 2015. PMID: 25961025    Free PMC article.
mRMR-ABC: A Hybrid Gene Selection Algorithm for Cancer Classification Using Microarray Gene Expression Profiling.
Hala Alshamlan, Ghada Badr, Yousef Alohali.
Biomed Res Int, 2015 May 12; 2015. PMID: 25961028    Free PMC article.
Automated prostate cancer detection using T2-weighted and high-b-value diffusion-weighted magnetic resonance imaging.
Jin Tae Kwak, Sheng Xu, +5 authors, Ronald M Summers.
Med Phys, 2015 May 17; 42(5). PMID: 25979032    Free PMC article.
A BAYESIAN NONPARAMETRIC MIXTURE MODEL FOR SELECTING GENES AND GENE SUBNETWORKS.
Yize Zhao, Jian Kang, Tianwei Yu.
Ann Appl Stat, 2015 May 20; 8(2). PMID: 25984253    Free PMC article.
Predicting classifier performance with limited training data: applications to computer-aided diagnosis in breast and prostate cancer.
Ajay Basavanhally, Satish Viswanath, Anant Madabhushi.
PLoS One, 2015 May 21; 10(5). PMID: 25993029    Free PMC article.
Verifying the fully "Laplacianised" posterior Naïve Bayesian approach and more.
Hamse Y Mussa, David Marcus, John B O Mitchell, Robert C Glen.
J Cheminform, 2015 Jun 16; 7. PMID: 26075027    Free PMC article.
Discovering What Dimensionality Reduction Really Tells Us About RNA-Seq Data.
Sean Simmons, Jian Peng, Jadwiga Bienkowska, Bonnie Berger.
J Comput Biol, 2015 Jun 23; 22(8). PMID: 26098139    Free PMC article.
Using Data Independent Acquisition (DIA) to Model High-responding Peptides for Targeted Proteomics Experiments.
Brian C Searle, Jarrett D Egertson, +2 authors, Michael J MacCoss.
Mol Cell Proteomics, 2015 Jun 24; 14(9). PMID: 26100116    Free PMC article.
A Robust Supervised Variable Selection for Noisy High-Dimensional Data.
Jan Kalina, Anna Schlenker.
Biomed Res Int, 2015 Jul 03; 2015. PMID: 26137474    Free PMC article.
Multimodal data and machine learning for surgery outcome prediction in complicated cases of mesial temporal lobe epilepsy.
Negar Memarian, Sally Kim, +2 authors, Richard J Staba.
Comput Biol Med, 2015 Jul 08; 64. PMID: 26149291    Free PMC article.
Usage of Probabilistic and General Regression Neural Network for Early Detection and Prevention of Oral Cancer.
Neha Sharma, Hari Om.
ScientificWorldJournal, 2015 Jul 15; 2015. PMID: 26171415    Free PMC article.
Objective identification and analysis of physiological and behavioral signs of schizophrenia.
Maxim Osipov, Yashar Behzadi, +2 authors, Gari D Clifford.
J Ment Health, 2015 Jul 21; 24(5). PMID: 26193048    Free PMC article.
Automated prostate cancer detection via comprehensive multi-parametric magnetic resonance imaging texture feature models.
Farzad Khalvati, Alexander Wong, Masoom A Haider.
BMC Med Imaging, 2015 Aug 06; 15. PMID: 26242589    Free PMC article.
Identifying relevant group of miRNAs in cancer using fuzzy mutual information.
Jayanta Kumar Pal, Shubhra Sankar Ray, Sankar K Pal.
Med Biol Eng Comput, 2015 Aug 13; 54(4). PMID: 26264058
Implications of Cardiovascular Disease Risk Assessment Using the WHO/ISH Risk Prediction Charts in Rural India.
Arvind Raghu, Devarsetty Praveen, +2 authors, Gari Clifford.
PLoS One, 2015 Aug 20; 10(8). PMID: 26287807    Free PMC article.
Data integration of structured and unstructured sources for assigning clinical codes to patient stays.
Elyne Scheurwegs, Kim Luyckx, +2 authors, Tim Van den Bulcke.
J Am Med Inform Assoc, 2015 Sep 01; 23(e1). PMID: 26316458    Free PMC article.
Information processing by simple molecular motifs and susceptibility to noise.
Siobhan S Mc Mahon, Oleg Lenive, Sarah Filippi, Michael P H Stumpf.
J R Soc Interface, 2015 Sep 04; 12(110). PMID: 26333812    Free PMC article.
Machine learning and statistical methods for the prediction of maximal oxygen uptake: recent advances.
Fatih Abut, Mehmet Fatih Akay.
Med Devices (Auckl), 2015 Sep 09; 8. PMID: 26346869    Free PMC article.
Review.
Increasing proline and myo-inositol improves tolerance of Saccharomyces cerevisiae to the mixture of multiple lignocellulose-derived inhibitors.
Xin Wang, Xue Bai, +3 authors, Ying-Jin Yuan.
Biotechnol Biofuels, 2015 Sep 18; 8. PMID: 26379774    Free PMC article.
Variable-Selection Emerges on Top in Empirical Comparison of Whole-Genome Complex-Trait Prediction Methods.
David C Haws, Irina Rish, +5 authors, Laxmi Parida.
PLoS One, 2015 Oct 07; 10(10). PMID: 26439851    Free PMC article.
Models for Predicting Stage in Head and Neck Squamous Cell Carcinoma Using Proteomic and Transcriptomic Data.
Chanchala D Kaddi, May D Wang.
IEEE J Biomed Health Inform, 2015 Oct 16; 21(1). PMID: 26462248    Free PMC article.
Type 2 Diabetes Biomarkers of Human Gut Microbiota Selected via Iterative Sure Independent Screening Method.
Lihua Cai, Honglong Wu, +2 authors, Fuhao Zou.
PLoS One, 2015 Oct 21; 10(10). PMID: 26479726    Free PMC article.
A novel channel selection method for optimal classification in different motor imagery BCI paradigms.
Haijun Shan, Haojie Xu, Shanan Zhu, Bin He.
Biomed Eng Online, 2015 Oct 23; 14. PMID: 26489759    Free PMC article.
Networks' Characteristics Matter for Systems Biology.
Andrew K Rider, Tijana Milenković, +4 authors, Nitesh V Chawla.
Netw Sci (Camb Univ Press), 2014 Aug 01; 2(2). PMID: 26500772    Free PMC article.
Quantitative Wavelength Analysis and Image Classification for Intraoperative Cancer Diagnosis with Hyperspectral Imaging.
Guolan Lu, Xulei Qin, +2 authors, Baowei Fei.
Proc SPIE Int Soc Opt Eng, 2015 Nov 03; 9415. PMID: 26523083    Free PMC article.
Fizzy: feature subset selection for metagenomics.
Gregory Ditzler, J Calvin Morrison, Yemin Lan, Gail L Rosen.
BMC Bioinformatics, 2015 Nov 06; 16. PMID: 26538306    Free PMC article.
Sequence-Based Prediction of RNA-Binding Proteins Using Random Forest with Minimum Redundancy Maximum Relevance Feature Selection.
Xin Ma, Jing Guo, Xiao Sun.
Biomed Res Int, 2015 Nov 07; 2015. PMID: 26543860    Free PMC article.
Feature selection using feature dissimilarity measure and density-based clustering: application to biological data.
Debarka Sengupta, Indranil Aich, Sanghamitra Bandyopadhyay.
J Biosci, 2015 Nov 14; 40(4). PMID: 26564974
NMFBFS: A NMF-Based Feature Selection Method in Identifying Pivotal Clinical Symptoms of Hepatocellular Carcinoma.
Zhiwei Ji, Guanmin Meng, +2 authors, Bing Wang.
Comput Math Methods Med, 2015 Nov 19; 2015. PMID: 26579207    Free PMC article.
Systematic Analysis and Prediction of In Situ Cross Talk of O-GlcNAcylation and Phosphorylation.
Heming Yao, Ao Li, Minghui Wang.
Biomed Res Int, 2015 Nov 26; 2015. PMID: 26601103    Free PMC article.
A note on utilising binary features as ligand descriptors.
Hamse Y Mussa, John B O Mitchell, Robert C Glen.
J Cheminform, 2015 Dec 03; 7. PMID: 26628925    Free PMC article.
Improved Neural Networks with Random Weights for Short-Term Load Forecasting.
Kun Lang, Mingyuan Zhang, Yongbo Yuan.
PLoS One, 2015 Dec 03; 10(12). PMID: 26629825    Free PMC article.
Your Brain on Art: Emergent Cortical Dynamics During Aesthetic Experiences.
Kimberly L Kontson, Murad Megjhani, +6 authors, Jose L Contreras-Vidal.
Front Hum Neurosci, 2015 Dec 05; 9. PMID: 26635579    Free PMC article.
Predicting cancerlectins by the optimal g-gap dipeptides.
Hao Lin, Wei-Xin Liu, +3 authors, Wei Chen.
Sci Rep, 2015 Dec 10; 5. PMID: 26648527    Free PMC article.
Prediction of neddylation sites from protein sequences and sequence-derived properties.
Ahmet Sinan Yavuz, Namık Berk Sözer, Osman Uğur Sezerman.
BMC Bioinformatics, 2015 Dec 19; 16 Suppl 18. PMID: 26679222    Free PMC article.
Genetic differences among ethnic groups.
Tao Huang, Yang Shu, Yu-Dong Cai.
BMC Genomics, 2015 Dec 23; 16. PMID: 26690364    Free PMC article.
Framework for hyperspectral image processing and quantification for cancer detection during animal tumor surgery.
Guolan Lu, Dongsheng Wang, +7 authors, Baowei Fei.
J Biomed Opt, 2016 Jan 01; 20(12). PMID: 26720879    Free PMC article.
Distributed Function Mining for Gene Expression Programming Based on Fast Reduction.
Song Deng, Dong Yue, +2 authors, Ya-zhou Feng.
PLoS One, 2016 Jan 12; 11(1). PMID: 26751200    Free PMC article.
A Learning-Based CT Prostate Segmentation Method via Joint Transductive Feature Selection and Regression.
Yinghuan Shi, Yaozong Gao, +3 authors, Dinggang Shen.
Neurocomputing, 2016 Jan 12; 173(2). PMID: 26752809    Free PMC article.
State-space model with deep learning for functional dynamics estimation in resting-state fMRI.
Heung-Il Suk, Chong-Yaw Wee, Seong-Whan Lee, Dinggang Shen.
Neuroimage, 2016 Jan 18; 129. PMID: 26774612    Free PMC article.
Highly Cited.
Informative gene selection and the direct classification of tumors based on relative simplicity.
Yuan Chen, Lifeng Wang, +2 authors, Zheming Yuan.
BMC Bioinformatics, 2016 Jan 23; 17. PMID: 26792270    Free PMC article.
Learning ECOC Code Matrix for Multiclass Classification with Application to Glaucoma Diagnosis.
Xiaolong Bai, Swamidoss Issac Niwas, +6 authors, Paul T K Chew.
J Med Syst, 2016 Jan 23; 40(4). PMID: 26798075
PAA: an R/bioconductor package for biomarker discovery with protein microarrays.
Michael Turewicz, Maike Ahrens, +2 authors, Martin Eisenacher.
Bioinformatics, 2016 Jan 24; 32(10). PMID: 26803161    Free PMC article.
CP-CHARM: segmentation-free image classification made accessible.
Virginie Uhlmann, Shantanu Singh, Anne E Carpenter.
BMC Bioinformatics, 2016 Jan 29; 17. PMID: 26817459    Free PMC article.
Evaluating Cell Processes, Quality, and Biomarkers in Pluripotent Stem Cells Using Video Bioinformatics.
Atena Zahedi, Vincent On, +4 authors, Prue Talbot.
PLoS One, 2016 Feb 06; 11(2). PMID: 26848582    Free PMC article.
Prediction of complex super-secondary structure βαβ motifs based on combined features.
Lixia Sun, Xiuzhen Hu, +2 authors, Kun Li.
Saudi J Biol Sci, 2016 Feb 10; 23(1). PMID: 26858540    Free PMC article.
Use of machine learning for behavioral distinction of autism and ADHD.
M Duda, R Ma, N Haber, D P Wall.
Transl Psychiatry, 2016 Feb 10; 6. PMID: 26859815    Free PMC article.
Differentially expressed lncRNAs and mRNAs identified by microarray analysis in GBS patients vs healthy controls.
Jing Xu, Chao Gao, +6 authors, Junwei Hao.
Sci Rep, 2016 Feb 24; 6. PMID: 26898505    Free PMC article.
A Multi-Method Approach for Proteomic Network Inference in 11 Human Cancers.
Yasin Şenbabaoğlu, Selçuk Onur Sümer, +4 authors, Chris Sander.
PLoS Comput Biol, 2016 Mar 02; 12(2). PMID: 26928298    Free PMC article.
Predicting hot spots in protein interfaces based on protrusion index, pseudo hydrophobicity and electron-ion interaction pseudopotential features.
Junfeng Xia, Zhenyu Yue, +2 authors, Chun-Hou Zheng.
Oncotarget, 2016 Mar 05; 7(14). PMID: 26934646    Free PMC article.
Wavelet Based Method for Congestive Heart Failure Recognition by Three Confirmation Functions.
K Daqrouq, A Dobaie.
Comput Math Methods Med, 2016 Mar 08; 2016. PMID: 26949412    Free PMC article.
Analysis and Identification of Aptamer-Compound Interactions with a Maximum Relevance Minimum Redundancy and Nearest Neighbor Algorithm.
ShaoPeng Wang, Yu-Hang Zhang, +3 authors, Yu-Dong Cai.
Biomed Res Int, 2016 Mar 10; 2016. PMID: 26955638    Free PMC article.
Efficient and biologically relevant consensus strategy for Parkinson's disease gene prioritization.
Maykel Cruz-Monteagudo, Fernanda Borges, +6 authors, Eduardo Tejera.
BMC Med Genomics, 2016 Mar 11; 9. PMID: 26961748    Free PMC article.
Two-Dimensional Plane for Multi-Scale Quantification of Corneal Subbasal Nerve Tortuosity.
Roberto Annunziata, Ahmad Kheirkhah, +3 authors, Emanuele Trucco.
Invest Ophthalmol Vis Sci, 2016 Mar 15; 57(3). PMID: 26975024    Free PMC article.
Gene expression profiling gut microbiota in different races of humans.
Lei Chen, Yu-Hang Zhang, Tao Huang, Yu-Dong Cai.
Sci Rep, 2016 Mar 16; 6. PMID: 26975620    Free PMC article.
Super-Thresholding: Supervised Thresholding of Protein Crystal Images.
Imren Dinc, Semih Dinc, +3 authors, Ramazan S Aygun.
IEEE/ACM Trans Comput Biol Bioinform, 2016 Mar 19; 14(4). PMID: 26992178    Free PMC article.
Texture- and deformability-based surface recognition by tactile image analysis.
Anwesha Khasnobish, Monalisa Pal, +2 authors, Kunal Pal.
Med Biol Eng Comput, 2016 Mar 24; 54(8). PMID: 27008211
Full Intelligent Cancer Classification of Thermal Breast Images to Assist Physician in Clinical Diagnostic Applications.
AmirEhsan Lashkari, Fatemeh Pak, Mohammad Firouzmand.
J Med Signals Sens, 2016 Mar 26; 6(1). PMID: 27014608    Free PMC article.
Learning Classification Models of Cognitive Conditions from Subtle Behaviors in the Digital Clock Drawing Test.
William Souillard-Mandar, Randall Davis, +6 authors, Dana L Penney.
Mach Learn, 2016 Apr 09; 102(3). PMID: 27057085    Free PMC article.
Structured feature selection using coordinate descent optimization.
Mohamed F Ghalwash, Xi Hang Cao, Ivan Stojkovic, Zoran Obradovic.
BMC Bioinformatics, 2016 Apr 10; 17. PMID: 27059502    Free PMC article.
Characterizing genomic alterations in cancer by complementary functional associations.
Jong Wook Kim, Olga B Botvinnik, +32 authors, Pablo Tamayo.
Nat Biotechnol, 2016 Apr 19; 34(5). PMID: 27088724    Free PMC article.
MGRA: Motion Gesture Recognition via Accelerometer.
Feng Hong, Shujuan You, +2 authors, Zhongwen Guo.
Sensors (Basel), 2016 Apr 19; 16(4). PMID: 27089336    Free PMC article.
Feature selection methods for accelerometry-based seizure detection in children.
Milica Milošević, Anouk Van de Vel, +5 authors, Sabine Van Huffel.
Med Biol Eng Comput, 2016 Apr 24; 55(1). PMID: 27106758
Estimation of Discriminative Feature Subset Using Community Modularity.
Guodong Zhao, Sanming Liu.
Sci Rep, 2016 Apr 29; 6. PMID: 27121171    Free PMC article.
An automated tuberculosis screening strategy combining X-ray-based computer-aided detection and clinical information.
Jaime Melendez, Clara I Sánchez, +5 authors, Bram van Ginneken.
Sci Rep, 2016 Apr 30; 6. PMID: 27126741    Free PMC article.
Robust Feature Selection from Microarray Data Based on Cooperative Game Theory and Qualitative Mutual Information.
Atiyeh Mortazavi, Mohammad Hossein Moattar.
Adv Bioinformatics, 2016 Apr 30; 2016. PMID: 27127506    Free PMC article.
icuARM-An ICU Clinical Decision Support System Using Association Rule Mining.
Chih-Wen Cheng, Nikhil Chanani, +2 authors, May Dongmei Wang.
IEEE J Transl Eng Health Med, 2013 Jan 01; 1(1). PMID: 27170860    Free PMC article.
Identifying Cancer Biomarkers From Microarray Data Using Feature Selection and Semisupervised Learning.
Debasis Chakraborty, Ujjwal Maulik.
IEEE J Transl Eng Health Med, 2014 Jan 01; 2. PMID: 27170887    Free PMC article.
Improved Species-Specific Lysine Acetylation Site Prediction Based on a Large Variety of Features Set.
Qiqige Wuyun, Wei Zheng, +2 authors, Gang Hu.
PLoS One, 2016 May 18; 11(5). PMID: 27183223    Free PMC article.
Multimodal Detection of Depression in Clinical Interviews.
Hamdi Dibeklioğlu, Zakia Hammal, Ying Yang, Jeffrey F Cohn.
Proc ACM Int Conf Multimodal Interact, 2016 May 24; 2015. PMID: 27213186    Free PMC article.
How reliable are MEG resting-state connectivity metrics?
G L Colclough, M W Woolrich, +3 authors, S M Smith.
Neuroimage, 2016 Jun 06; 138. PMID: 27262239    Free PMC article.
Highly Cited.
Joint feature-sample selection and robust diagnosis of Parkinson's disease from MRI data.
Ehsan Adeli, Feng Shi, +4 authors, Dinggang Shen.
Neuroimage, 2016 Jun 15; 141. PMID: 27296013    Free PMC article.
A broad analysis of resistance development in the malaria parasite.
Victoria C Corey, Amanda K Lukens, +23 authors, Elizabeth A Winzeler.
Nat Commun, 2016 Jun 16; 7. PMID: 27301419    Free PMC article.
Filtered selection coupled with support vector machines generate a functionally relevant prediction model for colorectal cancer.
Musa Nur Gabere, Mohamed Aly Hussein, Mohammad Azhar Aziz.
Onco Targets Ther, 2016 Jun 23; 9. PMID: 27330311    Free PMC article.
Species Identification of Food Contaminating Beetles by Recognizing Patterns in Microscopic Images of Elytra Fragments.
Su Inn Park, Halil Bisgin, +4 authors, Joshua Xu.
PLoS One, 2016 Jun 25; 11(6). PMID: 27341524    Free PMC article.
Characterizing the Status (Disturbed, Hybrid or Novel) of Swamp Forest Fragments in a Caribbean Ramsar Wetland: The Impact of Anthropogenic Degradation and Invasive Plant Species.
Kurt Prospere, Kurt P McLaren, Byron Wilson.
Environ Manage, 2016 Jul 02; 58(4). PMID: 27364995
Selection of Reference Channels Based on Mutual Information for Frequency-Dependent Subtraction Method Applied to Fetal Biomagnetic Signals.
D Escalona-Vargas, E R Siegel, +2 authors, H Eswaran.
IEEE Trans Biomed Eng, 2016 Jul 15; 64(5). PMID: 27416588    Free PMC article.
Analysis of Gene Expression Profiles in the Human Brain Stem, Cerebellum and Cerebral Cortex.
Lei Chen, Chen Chu, +4 authors, Yu-Dong Cai.
PLoS One, 2016 Jul 21; 11(7). PMID: 27434030    Free PMC article.
Iterative ensemble feature selection for multiclass classification of imbalanced microarray data.
Junshan Yang, Jiarui Zhou, +2 authors, Zhen Ji.
J Biol Res (Thessalon), 2016 Jul 21; 23(Suppl 1). PMID: 27437198    Free PMC article.
Discovering Pair-wise Synergies in Microarray Data.
Yuan Chen, Dan Cao, Jun Gao, Zheming Yuan.
Sci Rep, 2016 Jul 30; 6. PMID: 27470995    Free PMC article.
Bedside quantitative electroencephalography improves assessment of consciousness in comatose subarachnoid hemorrhage patients.
Jan Claassen, Angela Velazquez, +10 authors, Hans-Peter Frey.
Ann Neurol, 2016 Jul 30; 80(4). PMID: 27472071    Free PMC article.
Identification of compound-protein interactions through the analysis of gene ontology, KEGG enrichment for proteins and molecular fragments of compounds.
Lei Chen, Yu-Hang Zhang, +2 authors, Yu-Dong Cai.
Mol Genet Genomics, 2016 Oct 27; 291(6). PMID: 27530612
A High-Resolution Tile-Based Approach for Classifying Biological Regions in Whole-Slide Histopathological Images.
R A Hoffman, S Kothari, J H Phan, M D Wang.
IFMBE Proc, 2014 Jan 01; 42. PMID: 27532012    Free PMC article.
Method for Improving EEG Based Emotion Recognition by Combining It with Synchronized Biometric and Eye Tracking Technologies in a Non-invasive and Low Cost Way.
Juan-Miguel López-Gil, Jordi Virgili-Gomá, Rosa Gil, Roberto García.
Front Comput Neurosci, 2016 Sep 07; 10. PMID: 27594831    Free PMC article.
Web of Objects Based Ambient Assisted Living Framework for Emergency Psychiatric State Prediction.
Md Golam Rabiul Alam, Sarder Fakhrul Abedin, Moshaddique Al Ameen, Choong Seon Hong.
Sensors (Basel), 2016 Sep 09; 16(9). PMID: 27608023    Free PMC article.
Computer-Extracted Texture Features to Distinguish Cerebral Radionecrosis from Recurrent Brain Tumors on Multiparametric MRI: A Feasibility Study.
P Tiwari, P Prasanna, +9 authors, A Madabhushi.
AJNR Am J Neuroradiol, 2016 Oct 21; 37(12). PMID: 27633806    Free PMC article.
Automated brain tumour detection and segmentation using superpixel-based extremely randomized trees in FLAIR MRI.
Mohammadreza Soltaninejad, Guang Yang, +5 authors, Xujiong Ye.
Int J Comput Assist Radiol Surg, 2016 Sep 22; 12(2). PMID: 27651330    Free PMC article.
Voiceless Bangla vowel recognition using sEMG signal.
S S Mostafa, M A Awal, M Ahmad, M A Rashid.
Springerplus, 2016 Sep 22; 5(1). PMID: 27652095    Free PMC article.
Quantitative Diagnosis of Tongue Cancer from Histological Images in an Animal Model.
Guolan Lu, Xulei Qin, +5 authors, Baowei Fei.
Proc SPIE Int Soc Opt Eng, 2016 Sep 23; 9791. PMID: 27656036    Free PMC article.
Content-Based Image Retrieval System for Pulmonary Nodules: Assisting Radiologists in Self-Learning and Diagnosis of Lung Cancer.
Ashis Kumar Dhara, Sudipta Mukhopadhyay, +2 authors, Niranjan Khandelwal.
J Digit Imaging, 2016 Sep 30; 30(1). PMID: 27678255    Free PMC article.
Prediction of phosphothreonine sites in human proteins by fusing different features.
Ya-Wei Zhao, Hong-Yan Lai, +2 authors, Hao Lin.
Sci Rep, 2016 Oct 05; 6. PMID: 27698459    Free PMC article.
Classification of basal cell carcinoma in human skin using machine learning and quantitative features captured by polarization sensitive optical coherence tomography.
Tahereh Marvdashti, Lian Duan, +2 authors, Audrey K Ellerbee Bowden.
Biomed Opt Express, 2016 Oct 05; 7(9). PMID: 27699133    Free PMC article.
Feature Subset Selection for Cancer Classification Using Weight Local Modularity.
Guodong Zhao, Yan Wu.
Sci Rep, 2016 Oct 06; 6. PMID: 27703256    Free PMC article.
-Omic and Electronic Health Record Big Data Analytics for Precision Medicine.
Po-Yen Wu, Chih-Wen Cheng, +3 authors, May D Wang.
IEEE Trans Biomed Eng, 2016 Oct 16; 64(2). PMID: 27740470    Free PMC article.
Review.
SmartTracing: self-learning-based Neuron reconstruction.
Hanbo Chen, Hang Xiao, Tianming Liu, Hanchuan Peng.
Brain Inform, 2016 Oct 18; 2(3). PMID: 27747506    Free PMC article.
A review of heterogeneous data mining for brain disorder identification.
Bokai Cao, Xiangnan Kong, Philip S Yu.
Brain Inform, 2016 Oct 18; 2(4). PMID: 27747561    Free PMC article.
Review.
An integrated feature ranking and selection framework for ADHD characterization.
Cao Xiao, Jesse Bledsoe, +4 authors, Thomas Grabowski.
Brain Inform, 2016 Oct 18; 3(3). PMID: 27747592    Free PMC article.
The Use of Gene Ontology Term and KEGG Pathway Enrichment for Analysis of Drug Half-Life.
Yu-Hang Zhang, Chen Chu, +6 authors, Yu-Dong Cai.
PLoS One, 2016 Oct 26; 11(10). PMID: 27780226    Free PMC article.
Classifying syndromes in Chinese medicine using multi-label learning algorithm with relevant features for each label.
Jin Xu, Zhao-Xia Xu, +5 authors, Chun-Ming Xia.
Chin J Integr Med, 2016 Oct 27; 22(11). PMID: 27783322
Radiomics based targeted radiotherapy planning (Rad-TRaP): a computational framework for prostate cancer treatment planning with MRI.
Rakesh Shiradkar, Tarun K Podder, +3 authors, Anant Madabhushi.
Radiat Oncol, 2016 Nov 11; 11(1). PMID: 27829431    Free PMC article.
Investigating genetic characteristics of hepatitis B virus-associated and -non-associated hepatocellular carcinoma.
Xi-Hua Fu, Min Li, +2 authors, Chun-Long Liu.
Genet Res (Camb), 2016 Nov 12; 98. PMID: 27834158    Free PMC article.
Large-scale identification of human protein function using topological features of interaction network.
Zhanchao Li, Zhiqing Liu, +5 authors, Xiaoyong Zou.
Sci Rep, 2016 Nov 17; 6. PMID: 27849060    Free PMC article.
A statistical framework for neuroimaging data analysis based on mutual information estimated via a gaussian copula.
Robin A A Ince, Bruno L Giordano, +3 authors, Philippe G Schyns.
Hum Brain Mapp, 2016 Nov 20; 38(3). PMID: 27860095    Free PMC article.
Compensation of feature selection biases accompanied with improved predictive performance for binary classification by using a novel ensemble feature selection approach.
Ursula Neumann, Mona Riemenschneider, +4 authors, Dominik Heider.
BioData Min, 2016 Nov 29; 9. PMID: 27891179    Free PMC article.
DNABP: Identification of DNA-Binding Proteins Based on Feature Selection Using a Random Forest and Predicting Binding Residues.
Xin Ma, Jing Guo, Xiao Sun.
PLoS One, 2016 Dec 03; 11(12). PMID: 27907159    Free PMC article.
Analysis of Important Gene Ontology Terms and Biological Pathways Related to Pancreatic Cancer.
Hang Yin, ShaoPeng Wang, +2 authors, Hailin Liu.
Biomed Res Int, 2016 Dec 14; 2016. PMID: 27957501    Free PMC article.
Mining textural knowledge in biological images: Applications, methods and trends.
Santa Di Cataldo, Elisa Ficarra.
Comput Struct Biotechnol J, 2016 Dec 21; 15. PMID: 27994798    Free PMC article.
Review.
Noninvasive IDH1 mutation estimation based on a quantitative radiomics approach for grade II glioma.
Jinhua Yu, Zhifeng Shi, +6 authors, Ying Mao.
Eur Radiol, 2016 Dec 23; 27(8). PMID: 28004160
Using Functional or Structural Magnetic Resonance Images and Personal Characteristic Data to Identify ADHD and Autism.
Sina Ghiassian, Russell Greiner, Ping Jin, Matthew R G Brown.
PLoS One, 2016 Dec 29; 11(12). PMID: 28030565    Free PMC article.
Learning with distribution of optimized features for recognizing common CT imaging signs of lung diseases.
Ling Ma, Xiabi Liu, Baowei Fei.
Phys Med Biol, 2016 Dec 30; 62(2). PMID: 28033116    Free PMC article.
A motion-classification strategy based on sEMG-EEG signal combination for upper-limb amputees.
Xiangxin Li, Oluwarotimi Williams Samuel, +3 authors, Guanglin Li.
J Neuroeng Rehabil, 2017 Jan 08; 14(1). PMID: 28061779    Free PMC article.
MotionTalk: Personalized home rehabilitation system for assisting patients with impaired mobility.
Janani Venugopalan, Chih-Wen Cheng, May D Wang.
ACM BCB, 2014 Jan 01; 2014. PMID: 28111639    Free PMC article.
Kernel-based Joint Feature Selection and Max-Margin Classification for Early Diagnosis of Parkinson's Disease.
Ehsan Adeli, Guorong Wu, +3 authors, Dinggang Shen.
Sci Rep, 2017 Jan 26; 7. PMID: 28120883    Free PMC article.
A Fusion-Based Approach for Breast Ultrasound Image Classification Using Multiple-ROI Texture and Morphological Analyses.
Mohammad I Daoud, Tariq M Bdair, Mahasen Al-Najar, Rami Alazrai.
Comput Math Methods Med, 2017 Jan 28; 2016. PMID: 28127383    Free PMC article.
A wavelet-based technique to predict treatment outcome for Major Depressive Disorder.
Wajid Mumtaz, Likun Xia, +2 authors, Aamir Saeed Malik.
PLoS One, 2017 Feb 06; 12(2). PMID: 28152063    Free PMC article.
Pretata: predicting TATA binding proteins with novel features and dimensionality reduction strategy.
Quan Zou, Shixiang Wan, +2 authors, Xiangxiang Zeng.
BMC Syst Biol, 2017 Feb 06; 10(Suppl 4). PMID: 28155714    Free PMC article.
Highly Cited.
Histological Image Feature Mining Reveals Emergent Diagnostic Properties for Renal Cancer.
Sonal Kothari, John H Phan, Andrew N Young, May D Wang.
Proceedings (IEEE Int Conf Bioinformatics Biomed), 2011 Nov 01; 2011. PMID: 28163980    Free PMC article.
A feature selection method based on multiple kernel learning with expression profiles of different types.
Wei Du, Zhongbo Cao, +2 authors, Yanchun Liang.
BioData Min, 2017 Feb 12; 10. PMID: 28184251    Free PMC article.
Identification of the core regulators of the HLA I-peptide binding process.
Yu-Hang Zhang, Zhihao Xing, +4 authors, Xiangyin Kong.
Sci Rep, 2017 Feb 18; 7. PMID: 28211542    Free PMC article.
Pathway-wide association study identifies five shared pathways associated with schizophrenia in three ancestral distinct populations.
C Liu, C A Bousman, +4 authors, I P Everall.
Transl Psychiatry, 2017 Feb 22; 7(2). PMID: 28221366    Free PMC article.
Potential Application of Radiomics for Differentiating Solitary Pulmonary Nodules.
Kaikai Wei, Huifang Su, +6 authors, Zhenfeng Zhang.
OMICS J Radiol, 2016 Jan 01; 5(2). PMID: 28261535    Free PMC article.
Dynamic Multimodal Measurement of Depression Severity Using Deep Autoencoding.
Hamdi Dibeklioglu, Zakia Hammal, Jeffrey F Cohn.
IEEE J Biomed Health Inform, 2017 Mar 10; 22(2). PMID: 28278485    Free PMC article.
Identification of Candidate Genes Related to Inflammatory Bowel Disease Using Minimum Redundancy Maximum Relevance, Incremental Feature Selection, and the Shortest-Path Approach.
Fei Yuan, Yu-Hang Zhang, Xiang-Yin Kong, Yu-Dong Cai.
Biomed Res Int, 2017 Mar 16; 2017. PMID: 28293637    Free PMC article.
Discovering feature relevancy and dependency by kernel-guided probabilistic model-building evolution.
Nestor Rodriguez, Sergio Rojas-Galeano.
BioData Min, 2017 Mar 24; 10. PMID: 28331548    Free PMC article.
Adaptive feature selection using v-shaped binary particle swarm optimization.
Xuyang Teng, Hongbin Dong, Xiurong Zhou.
PLoS One, 2017 Mar 31; 12(3). PMID: 28358850    Free PMC article.
Exploration of Genomic, Proteomic, and Histopathological Image Data Integration Methods for Clinical Prediction.
A Poruthoor, J H Phan, S Kothari, May D Wang.
IEEE China Summit Int Conf Signal Inf Process, 2013 Jul 01; 2013. PMID: 28393144    Free PMC article.
A review on neuroimaging-based classification studies and associated feature extraction methods for Alzheimer's disease and its prodromal stages.
Saima Rathore, Mohamad Habes, +2 authors, Christos Davatzikos.
Neuroimage, 2017 Apr 18; 155. PMID: 28414186    Free PMC article.
Highly Cited. Review.
Sequence-based predictive modeling to identify cancerlectins.
Hong-Yan Lai, Xin-Xin Chen, +2 authors, Hao Lin.
Oncotarget, 2017 Apr 21; 8(17). PMID: 28423655    Free PMC article.
Detecting bursts in the EEG of very and extremely premature infants using a multi-feature approach.
John M O'Toole, Geraldine B Boylan, +3 authors, Nathan J Stevenson.
Med Eng Phys, 2017 Apr 23; 45. PMID: 28431822    Free PMC article.
Prediction of the aquatic toxicity of aromatic compounds to tetrahymena pyriformis through support vector regression.
Qiang Su, Wencong Lu, +3 authors, Kuo-Chen Chou.
Oncotarget, 2017 May 04; 8(30). PMID: 28467816    Free PMC article.
Precision Radiology: Predicting longevity using feature engineering and deep learning methods in a radiomics framework.
Luke Oakden-Rayner, Gustavo Carneiro, +3 authors, Lyle J Palmer.
Sci Rep, 2017 May 12; 7(1). PMID: 28490744    Free PMC article.
Vertical ground reaction force marker for Parkinson's disease.
Md Nafiul Alam, Amanmeet Garg, +2 authors, Kouhyar Tavakolian.
PLoS One, 2017 May 12; 12(5). PMID: 28493868    Free PMC article.
Quantitative imaging biomarkers for risk stratification of patients with recurrent glioblastoma treated with bevacizumab.
Patrick Grossmann, Vivek Narayan, +8 authors, Hugo J W L Aerts.
Neuro Oncol, 2017 May 13; 19(12). PMID: 28499022    Free PMC article.
A Cancer Gene Selection Algorithm Based on the K-S Test and CFS.
Qiang Su, Yina Wang, +2 authors, Wen-Cong Lu.
Biomed Res Int, 2017 Jun 02; 2017. PMID: 28567418    Free PMC article.
Examining Brain Morphometry Associated with Self-Esteem in Young Adults Using Multilevel-ROI-Features-Based Classification Method.
Bo Peng, Jieru Lu, +4 authors, Yakang Dai.
Front Comput Neurosci, 2017 Jun 08; 11. PMID: 28588470    Free PMC article.
AUTO-ENCODING OF DISCRIMINATING MORPHOMETRY FROM CARDIAC MRI.
Dong Hye Ye, Benoit Desjardins, +2 authors, Kilian M Pohl.
Proc IEEE Int Symp Biomed Imaging, 2014 Apr 01; 2014. PMID: 28593032    Free PMC article.
Feature Selection Based on Iterative Canonical Correlation Analysis for Automatic Diagnosis of Parkinson's Disease.
Luyan Liu, Qian Wang, +3 authors, Dinggang Shen.
Med Image Comput Comput Assist Interv, 2017 Jun 09; 9901. PMID: 28593202    Free PMC article.
Crop Classification in Satellite Images through Probabilistic Segmentation Based on Multiple Sources.
Oscar S Dalmau, Teresa E Alarcón, Francisco E Oliva.
Sensors (Basel), 2017 Jun 14; 17(6). PMID: 28608825    Free PMC article.
Identification of molecular biomarkers for pancreatic cancer with mRMR shortest path method.
Shuhua Shen, Tuantuan Gui, Chengcheng Ma.
Oncotarget, 2017 Jun 15; 8(25). PMID: 28611293    Free PMC article.
Accurate prediction of functional effects for variants by combining gradient tree boosting with optimal neighborhood properties.
Yuliang Pan, Diwei Liu, Lei Deng.
PLoS One, 2017 Jun 15; 12(6). PMID: 28614374    Free PMC article.
Identifying prognostic signature in ovarian cancer using DirGenerank.
Jian-Yong Wang, Ling-Ling Chen, Xiong-Hui Zhou.
Oncotarget, 2017 Jun 16; 8(28). PMID: 28615526    Free PMC article.
Predicting knee osteoarthritis risk in injured populations.
Michael J Long, Enrica Papi, Lynsey D Duffell, Alison H McGregor.
Clin Biomech (Bristol, Avon), 2017 Jun 16; 47. PMID: 28618311    Free PMC article.
From flamingo dance to (desirable) drug discovery: a nature-inspired approach.
Aminael Sánchez-Rodríguez, Yunierkis Pérez-Castillo, +7 authors, Maykel Cruz-Monteagudo.
Drug Discov Today, 2017 Jun 19; 22(10). PMID: 28624633    Free PMC article.
Review.
Evaluation and improvement of the regulatory inference for large co-expression networks with limited sample size.
Wenbin Guo, Cristiane P G Calixto, +4 authors, Runxuan Zhang.
BMC Syst Biol, 2017 Jun 21; 11(1). PMID: 28629365    Free PMC article.
Computerized Prediction of Radiological Observations Based on Quantitative Feature Analysis: Initial Experience in Liver Lesions.
Imon Banerjee, Christopher F Beaulieu, Daniel L Rubin.
J Digit Imaging, 2017 Jun 24; 30(4). PMID: 28639186    Free PMC article.
Continuous assessment of schizophrenia using heart rate and accelerometer data.
Erik Reinertsen, Maxim Osipov, +3 authors, Gari D Clifford.
Physiol Meas, 2017 Jun 28; 38(7). PMID: 28653659    Free PMC article.
Predicting human protein subcellular localization by heterogeneous and comprehensive approaches.
Chi-Hua Tung, Chi-Wei Chen, Han-Hao Sun, Yen-Wei Chu.
PLoS One, 2017 Jun 29; 12(6). PMID: 28658305    Free PMC article.
RGIFE: a ranked guided iterative feature elimination heuristic for the identification of biomarkers.
Nicola Lazzarini, Jaume Bacardit.
BMC Bioinformatics, 2017 Jul 02; 18(1). PMID: 28666416    Free PMC article.
Recent Advances in Conotoxin Classification by Using Machine Learning Methods.
Fu-Ying Dao, Hui Yang, +6 authors, Hao Lin.
Molecules, 2017 Jul 05; 22(7). PMID: 28672838    Free PMC article.
Review.
Classification complexity in myoelectric pattern recognition.
Niclas Nilsson, Bo Håkansson, Max Ortiz-Catalan.
J Neuroeng Rehabil, 2017 Jul 12; 14(1). PMID: 28693533    Free PMC article.
epiACO - a method for identifying epistasis based on ant Colony optimization algorithm.
Yingxia Sun, Junliang Shang, +2 authors, Chun-Hou Zheng.
BioData Min, 2017 Jul 12; 10. PMID: 28694848    Free PMC article.
Predicting Locations of High-Risk Plaques in Coronary Arteries in Patients Receiving Statin Therapy.
Ling Zhang, Andreas Wahle, +3 authors, Milan Sonka.
IEEE Trans Med Imaging, 2017 Jul 15; 37(1). PMID: 28708548    Free PMC article.
Knowledge-transfer learning for prediction of matrix metalloprotease substrate-cleavage sites.
Yanan Wang, Jiangning Song, +5 authors, Hong-Bin Shen.
Sci Rep, 2017 Jul 20; 7(1). PMID: 28720874    Free PMC article.
Prediction of presynaptic and postsynaptic neurotoxins by combining various Chou's pseudo components.
Haiyan Huo, Tao Li, +3 authors, Lei Yang.
Sci Rep, 2017 Jul 21; 7(1). PMID: 28724993    Free PMC article.
Triaging Patient Complaints: Monte Carlo Cross-Validation of Six Machine Learning Classifiers.
Adel Elmessiry, William O Cooper, +3 authors, Munindar P Singh.
JMIR Med Inform, 2017 Aug 02; 5(3). PMID: 28760726    Free PMC article.
PhosphoPredict: A bioinformatics tool for prediction of human kinase-specific phosphorylation substrates and sites by integrating heterogeneous feature selection.
Jiangning Song, Huilin Wang, +7 authors, Roger J Daly.
Sci Rep, 2017 Aug 02; 7(1). PMID: 28761071    Free PMC article.
An oral cavity squamous cell carcinoma quantitative histomorphometric-based image classifier of nuclear morphology can risk stratify patients for disease-specific survival.
Cheng Lu, James S Lewis, +3 authors, Anant Madabhushi.
Mod Pathol, 2017 Aug 05; 30(12). PMID: 28776575    Free PMC article.
Analyzing the effectiveness of vocal features in early telediagnosis of Parkinson's disease.
Betul Erdogdu Sakar, Gorkem Serbes, C Okan Sakar.
PLoS One, 2017 Aug 10; 12(8). PMID: 28792979    Free PMC article.
Discovering Condition-Specific Gene Co-Expression Patterns Using Gaussian Mixture Models: A Cancer Case Study.
Stephen P Ficklin, Leland J Dunwoodie, +3 authors, F Alex Feltus.
Sci Rep, 2017 Aug 19; 7(1). PMID: 28819158    Free PMC article.
A Multicriteria Approach to Find Predictive and Sparse Models with Stable Feature Selection for High-Dimensional Data.
Andrea Bommert, Jörg Rahnenführer, Michel Lang.
Comput Math Methods Med, 2017 Aug 25; 2017. PMID: 28835769    Free PMC article.
Characterization of a metabolomic profile associated with responsiveness to therapy in the acute phase of septic shock.
Alice Cambiaghi, Bernardo Bollen Pinto, +5 authors, Manuela Ferrario.
Sci Rep, 2017 Aug 31; 7(1). PMID: 28851978    Free PMC article.
Using feature optimization-based support vector machine method to recognize the β-hairpin motifs in enzymes.
Dongmei Li, Xiuzhen Hu, +2 authors, Changjiang Ding.
Saudi J Biol Sci, 2017 Sep 01; 24(6). PMID: 28855832    Free PMC article.
Detection of axonal synapses in 3D two-photon images.
Cher Bass, Pyry Helkkula, +2 authors, Anil Anthony Bharath.
PLoS One, 2017 Sep 06; 12(9). PMID: 28873436    Free PMC article.
Prediction and analysis of essential genes using the enrichments of gene ontology and KEGG pathways.
Lei Chen, Yu-Hang Zhang, +3 authors, Yu-Dong Cai.
PLoS One, 2017 Sep 06; 12(9). PMID: 28873455    Free PMC article.
Discriminating cirRNAs from other lncRNAs using a hierarchical extreme learning machine (H-ELM) algorithm with feature selection.
Lei Chen, Yu-Hang Zhang, +4 authors, Yu-Dong Cai.
Mol Genet Genomics, 2017 Sep 16; 293(1). PMID: 28913654
Segmentation and classification of two-channel C. elegans nucleus-labeled fluorescence images.
Mengdi Zhao, Jie An, +6 authors, Louis Tao.
BMC Bioinformatics, 2017 Sep 17; 18(1). PMID: 28915791    Free PMC article.
Differential Aging Signals in Abdominal CT Scans.
Nikita V Orlov, Sokratis Makrogiannis, Luigi Ferrucci, Ilya G Goldberg.
Acad Radiol, 2017 Sep 21; 24(12). PMID: 28927581    Free PMC article.
Discriminative Scale Learning (DiScrn): Applications to Prostate Cancer Detection from MRI and Needle Biopsies.
Haibo Wang, Satish Viswanath, Anant Madabhushi.
Sci Rep, 2017 Sep 30; 7(1). PMID: 28959011    Free PMC article.
Predicting allosteric mutants that increase activity of a major antibiotic resistance enzyme.
M J Latallo, G A Cortina, +2 authors, P M Kasson.
Chem Sci, 2017 Oct 11; 8(9). PMID: 28989673    Free PMC article.
Neural activity during affect labeling predicts expressive writing effects on well-being: GLM and SVM approaches.
Negar Memarian, Jared B Torre, +2 authors, Matthew D Lieberman.
Soc Cogn Affect Neurosci, 2017 Oct 11; 12(9). PMID: 28992270    Free PMC article.
Prediction of recurrence in early stage non-small cell lung cancer using computer extracted nuclear features from digital H&E images.
Xiangxue Wang, Andrew Janowczyk, +5 authors, Anant Madabhushi.
Sci Rep, 2017 Oct 21; 7(1). PMID: 29051570    Free PMC article.
50/50 Expressional Odds of Retention Signifies the Distinction between Retained Introns and Constitutively Spliced Introns in Arabidopsis thaliana.
Rui Mao, Chun Liang, +2 authors, Jinyan Li.
Front Plant Sci, 2017 Oct 25; 8. PMID: 29062321    Free PMC article.
Evaluation of the nitrogen content during the new-shoot-growing stage in apple leaves using two-dimensional correlation spectroscopy.
Lulu Gao, Xicun Zhu, Cheng Li, Lizhen Cheng.
PLoS One, 2017 Oct 27; 12(10). PMID: 29073247    Free PMC article.
Radiomics to predict immunotherapy-induced pneumonitis: proof of concept.
Rivka R Colen, Takeo Fujii, +16 authors, Aung Naing.
Invest New Drugs, 2017 Oct 28; 36(4). PMID: 29075985    Free PMC article.
Glypre: In Silico Prediction of Protein Glycation Sites by Fusing Multiple Features and Support Vector Machine.
Xiaowei Zhao, Xiaosa Zhao, +3 authors, Minghao Yin.
Molecules, 2017 Nov 04; 22(11). PMID: 29099805    Free PMC article.
Protein-Protein Interactions Prediction Using a Novel Local Conjoint Triad Descriptor of Amino Acid Sequences.
Jun Wang, Long Zhang, +2 authors, Guoxian Yu.
Int J Mol Sci, 2017 Nov 09; 18(11). PMID: 29117139    Free PMC article.
Estimation of the proteomic cancer co-expression sub networks by using association estimators.
Cihat Erdoğan, Zeyneb Kurt, Banu Diri.
PLoS One, 2017 Nov 18; 12(11). PMID: 29145449    Free PMC article.
Identifying and analyzing different cancer subtypes using RNA-seq data of blood platelets.
Yu-Hang Zhang, Tao Huang, +5 authors, Xiangyin Kong.
Oncotarget, 2017 Nov 21; 8(50). PMID: 29152097    Free PMC article.
Identification of ghost artifact using texture analysis in pediatric spinal cord diffusion tensor images.
Mahdi Alizadeh, Chris J Conklin, +7 authors, Feroze B Mohamed.
Magn Reson Imaging, 2017 Nov 21; 47. PMID: 29154897    Free PMC article.
aBiofilm: a resource of anti-biofilm agents and their potential implications in targeting antibiotic drug resistance.
Akanksha Rajput, Anamika Thakur, Shivangi Sharma, Manoj Kumar.
Nucleic Acids Res, 2017 Nov 21; 46(D1). PMID: 29156005    Free PMC article.
Early Detection of the Initiation of Sit-to-Stand Posture Transitions Using Orthosis-Mounted Sensors.
Abul Doulah, Xiangrong Shen, Edward Sazonov.
Sensors (Basel), 2017 Nov 24; 17(12). PMID: 29168769    Free PMC article.
Dimension Reduction Aided Hyperspectral Image Classification with a Small-sized Training Dataset: Experimental Comparisons.
Jinya Su, Dewei Yi, +2 authors, Wen-Hua Chen.
Sensors (Basel), 2017 Dec 01; 17(12). PMID: 29186846    Free PMC article.
Measuring Coupling of Rhythmical Time Series Using Cross Sample Entropy and Cross Recurrence Quantification Analysis.
John McCamley, William Denton, Elizabeth Lyden, Jennifer M Yentes.
Comput Math Methods Med, 2017 Dec 05; 2017. PMID: 29201135    Free PMC article.
Preliminary study of tumor heterogeneity in imaging predicts two year survival in pancreatic cancer patients.
Jayasree Chakraborty, Liana Langdon-Embry, +7 authors, Amber L Simpson.
PLoS One, 2017 Dec 08; 12(12). PMID: 29216209    Free PMC article.
A boosting approach for prediction of protein-RNA binding residues.
Yongjun Tang, Diwei Liu, +2 authors, Lei Deng.
BMC Bioinformatics, 2017 Dec 09; 18(Suppl 13). PMID: 29219069    Free PMC article.
Big Data Analytical Approaches to the NACC Dataset: Aiding Preclinical Trial Enrichment.
Ming Lin, Pinghua Gong, +3 authors, Hiroko H Dodge.
Alzheimer Dis Assoc Disord, 2017 Dec 12; 32(1). PMID: 29227306    Free PMC article.
Supervised retinal vessel segmentation from color fundus images based on matched filtering and AdaBoost classifier.
Nogol Memari, Abd Rahman Ramli, +2 authors, Mehrdad Moghbel.
PLoS One, 2017 Dec 12; 12(12). PMID: 29228036    Free PMC article.
Quantitative MR Image Analysis for Brian Tumor.
Zeina A Shboul, Sayed M S Reza, Khan M Iftekharuddin.
VipIMAGE 2017 (2017), 2017 Dec 15; 27. PMID: 29239394    Free PMC article.
The Early Psychosis Screener (EPS): Item development and qualitative validation.
B B Brodey, J Addington, +8 authors, I S Brodey.
Schizophr Res, 2017 Dec 20; 197. PMID: 29254878    Free PMC article.
Gene selection for microarray data classification via subspace learning and manifold regularization.
Chang Tang, Lijuan Cao, Xiao Zheng, Minhui Wang.
Med Biol Eng Comput, 2017 Dec 20; 56(7). PMID: 29256006
An improved wrapper-based feature selection method for machinery fault diagnosis.
Kar Hoou Hui, Ching Sheng Ooi, +2 authors, Salah Mahdi Al-Obaidi.
PLoS One, 2017 Dec 21; 12(12). PMID: 29261689    Free PMC article.
HMMBinder: DNA-Binding Protein Prediction Using HMM Profile Based Features.
Rianon Zaman, Shahana Yasmin Chowdhury, +3 authors, Swakkhar Shatabda.
Biomed Res Int, 2017 Dec 23; 2017. PMID: 29270430    Free PMC article.
Comparison between Scalp EEG and Behind-the-Ear EEG for Development of a Wearable Seizure Detection System for Patients with Focal Epilepsy.
Ying Gu, Evy Cleeren, +4 authors, Borbála Hunyadi.
Sensors (Basel), 2018 Jan 04; 18(1). PMID: 29295522    Free PMC article.
Protein-protein interface hot spots prediction based on a hybrid feature selection strategy.
Yanhua Qiao, Yi Xiong, +2 authors, Peng Chen.
BMC Bioinformatics, 2018 Jan 18; 19(1). PMID: 29334889    Free PMC article.
Highly Cited.
The Early Psychosis Screener (EPS): Quantitative validation against the SIPS using machine learning.
B B Brodey, R R Girgis, +10 authors, I S Brodey.
Schizophr Res, 2018 Jan 24; 197. PMID: 29358019    Free PMC article.
Electroencephalography Amplitude Modulation Analysis for Automated Affective Tagging of Music Video Clips.
Andrea Clerico, Abhishek Tiwari, +2 authors, Tiago H Falk.
Front Comput Neurosci, 2018 Jan 26; 11. PMID: 29367844    Free PMC article.
Prediction of Effective Drug Combinations by an Improved Naïve Bayesian Algorithm.
Li-Yue Bai, Hao Dai, +5 authors, Dong-Qing Wei.
Int J Mol Sci, 2018 Feb 07; 19(2). PMID: 29401735    Free PMC article.
Statistical Approach for Gene Set Analysis with Trait Specific Quantitative Trait Loci.
Samarendra Das, Anil Rai, D C Mishra, Shesh N Rai.
Sci Rep, 2018 Feb 07; 8(1). PMID: 29402907    Free PMC article.
Selecting optimal features from Fourier transform infrared spectroscopy for discrete-frequency imaging.
Rupali Mankar, Michael J Walsh, +2 authors, David Mayerich.
Analyst, 2018 Feb 07; 143(5). PMID: 29404544    Free PMC article.
A desirability-based multi objective approach for the virtual screening discovery of broad-spectrum anti-gastric cancer agents.
Yunierkis Perez-Castillo, Aminael Sánchez-Rodríguez, +5 authors, Hai Pham-The.
PLoS One, 2018 Feb 09; 13(2). PMID: 29420638    Free PMC article.
Fully automatic segmentation and objective assessment of atrial scars for long-standing persistent atrial fibrillation patients using late gadolinium-enhanced MRI.
Guang Yang, Xiahai Zhuang, +10 authors, David Firmin.
Med Phys, 2018 Feb 27; 45(4). PMID: 29480931    Free PMC article.
Low-dimensional approximation searching strategy for transfer entropy from non-uniform embedding.
Jian Zhang.
PLoS One, 2018 Mar 17; 13(3). PMID: 29547669    Free PMC article.
Incorporating High-Frequency Physiologic Data Using Computational Dictionary Learning Improves Prediction of Delayed Cerebral Ischemia Compared to Existing Methods.
Murad Megjhani, Kalijah Terilli, +8 authors, Soojin Park.
Front Neurol, 2018 Mar 23; 9. PMID: 29563892    Free PMC article.
Fast, Accurate, and Stable Feature Selection Using Neural Networks.
James Deraeve, William H Alexander.
Neuroinformatics, 2018 Mar 23; 16(2). PMID: 29564729
Biological Interpretation of Morphological Patterns in Histopathological Whole-Slide Images.
Sonal Kothari, John H Phan, Adeboye O Osunkoya, May D Wang.
ACM BCB, 2012 Oct 01; 2012. PMID: 29568817    Free PMC article.
Developing Robust Predictive Models for Head and Neck Cancer across Microarray and RNA-seq Data.
Chanchala D Kaddi, Wallace H Coulter, May D Wang.
ACM BCB, 2015 Sep 01; 2015. PMID: 29568818    Free PMC article.
Non-invasive radiomics approach potentially predicts non-functioning pituitary adenomas subtypes before surgery.
Shuaitong Zhang, Guidong Song, +6 authors, Yazhuo Zhang.
Eur Radiol, 2018 Mar 25; 28(9). PMID: 29572634
Feature selection with interactions in logistic regression models using multivariate synergies for a GWAS application.
Easton Li Xu, Xiaoning Qian, +2 authors, Shuguang Cui.
BMC Genomics, 2018 Mar 29; 19(Suppl 4). PMID: 29589561    Free PMC article.
A deep-learning classifier identifies patients with clinical heart failure using whole-slide images of H&E tissue.
Jeffrey J Nirschl, Andrew Janowczyk, +4 authors, Anant Madabhushi.
PLoS One, 2018 Apr 04; 13(4). PMID: 29614076    Free PMC article.
A novel method for improved accuracy of transcription factor binding site prediction.
Abdullah M Khamis, Olaa Motwalli, +6 authors, Vladimir B Bajic.
Nucleic Acids Res, 2018 Apr 05; 46(12). PMID: 29617876    Free PMC article.
Histogram-Based Features Selection and Volume of Interest Ranking for Brain PET Image Classification.
Imene Garali, Mouloud Adel, Salah Bourennane, Eric Guedj.
IEEE J Transl Eng Health Med, 2018 Apr 11; 6. PMID: 29637029    Free PMC article.
Accurate Diabetes Risk Stratification Using Machine Learning: Role of Missing Value and Outliers.
Md Maniruzzaman, Md Jahanur Rahman, +4 authors, Jasjit S Suri.
J Med Syst, 2018 Apr 11; 42(5). PMID: 29637403    Free PMC article.
An Innovative Approach for The Integration of Proteomics and Metabolomics Data In Severe Septic Shock Patients Stratified for Mortality.
Alice Cambiaghi, Ramón Díaz, +10 authors, Manuela Ferrario.
Sci Rep, 2018 Apr 29; 8(1). PMID: 29703925    Free PMC article.
Flight State Identification of a Self-Sensing Wing via an Improved Feature Selection Method and Machine Learning Approaches.
Xi Chen, Fotis Kopsaftopoulos, +2 authors, Fu-Kuo Chang.
Sensors (Basel), 2018 May 02; 18(5). PMID: 29710832    Free PMC article.
Application of feature selection and regression models for chlorophyll-a prediction in a shallow lake.
Xue Li, Jian Sha, Zhong-Liang Wang.
Environ Sci Pollut Res Int, 2018 May 08; 25(20). PMID: 29730758
Radiomic features from pretreatment biparametric MRI predict prostate cancer biochemical recurrence: Preliminary findings.
Rakesh Shiradkar, Soumya Ghose, +4 authors, Anant Madabhushi.
J Magn Reson Imaging, 2018 May 08; 48(6). PMID: 29734484    Free PMC article.
A guide to automated apoptosis detection: How to make sense of imaging flow cytometry data.
Dennis Pischel, Jörn H Buchbinder, +2 authors, Robert J Flassig.
PLoS One, 2018 May 17; 13(5). PMID: 29768460    Free PMC article.
MPCaD: a multi-scale radiomics-driven framework for automated prostate cancer localization and detection.
Farzad Khalvati, Junjie Zhang, +3 authors, Masoom A Haider.
BMC Med Imaging, 2018 May 18; 18(1). PMID: 29769042    Free PMC article.
The Cross-Entropy Based Multi-Filter Ensemble Method for Gene Selection.
Yingqiang Sun, Chengbo Lu, Xiaobo Li.
Genes (Basel), 2018 May 19; 9(5). PMID: 29772787    Free PMC article.
Enabling Stroke Rehabilitation in Home and Community Settings: A Wearable Sensor-Based Approach for Upper-Limb Motor Training.
Sunghoon I Lee, Catherine P Adans-Dester, +5 authors, Joseph T Gwin.
IEEE J Transl Eng Health Med, 2018 May 26; 6. PMID: 29795772    Free PMC article.
Kinematic Features of Jaw and Lips Distinguish Symptomatic From Presymptomatic Stages of Bulbar Decline in Amyotrophic Lateral Sclerosis.
Andrea Bandini, Jordan R Green, +3 authors, Yana Yunusova.
J Speech Lang Hear Res, 2018 May 26; 61(5). PMID: 29800359    Free PMC article.
Quantitative nuclear histomorphometry predicts oncotype DX risk categories for early stage ER+ breast cancer.
Jon Whitney, German Corredor, +6 authors, Anant Madabhushi.
BMC Cancer, 2018 Jun 01; 18(1). PMID: 29848291    Free PMC article.
Computational Approach to Investigating Key GO Terms and KEGG Pathways Associated with CNV.
YuanYuan Luo, Yan Yan, Shiqi Zhang, Zhen Li.
Biomed Res Int, 2018 Jun 01; 2018. PMID: 29850576    Free PMC article.
ACPred-FL: a sequence-based predictor using effective feature representation to improve the prediction of anti-cancer peptides.
Leyi Wei, Chen Zhou, +2 authors, Ran Su.
Bioinformatics, 2018 Jun 06; 34(23). PMID: 29868903    Free PMC article.
Highly Cited.
Semi-Supervised Maximum Discriminative Local Margin for Gene Selection.
Zejun Li, Bo Liao, +2 authors, Wenhua Liu.
Sci Rep, 2018 Jun 07; 8(1). PMID: 29872069    Free PMC article.
Diagnostic value of structural and diffusion imaging measures in schizophrenia.
Jungsun Lee, Myong-Wuk Chon, +4 authors, Marek Kubicki.
Neuroimage Clin, 2018 Jun 08; 18. PMID: 29876254    Free PMC article.
An fNIRS-Based Feature Learning and Classification Framework to Distinguish Hemodynamic Patterns in Children Who Stutter.
Rahilsadat Hosseini, Bridget Walsh, Fenghua Tian, Shouyi Wang.
IEEE Trans Neural Syst Rehabil Eng, 2018 Jun 08; 26(6). PMID: 29877850    Free PMC article.
Automatic Detection and Classification of Audio Events for Road Surveillance Applications.
Noor Almaadeed, Muhammad Asim, +2 authors, Azeddine Beghdadi.
Sensors (Basel), 2018 Jun 09; 18(6). PMID: 29882825    Free PMC article.
Enhancing the Discrimination Ability of a Gas Sensor Array Based on a Novel Feature Selection and Fusion Framework.
Changjian Deng, Kun Lv, +4 authors, Jia Yan.
Sensors (Basel), 2018 Jun 14; 18(6). PMID: 29895771    Free PMC article.
DPubChem: a web tool for QSAR modeling and high-throughput virtual screening.
Othman Soufan, Wail Ba-Alawi, +2 authors, Vladimir B Bajic.
Sci Rep, 2018 Jun 16; 8(1). PMID: 29904147    Free PMC article.
Predicting ionizing radiation exposure using biochemically-inspired genomic machine learning.
Jonathan Z L Zhao, Eliseos J Mucaki, Peter K Rogan.
F1000Res, 2018 Jun 27; 7. PMID: 29904591    Free PMC article.
Feature Selection via Swarm Intelligence for Determining Protein Essentiality.
Ming Fang, Xiujuan Lei, +2 authors, Fang-Xiang Wu.
Molecules, 2018 Jul 01; 23(7). PMID: 29958434    Free PMC article.
Nuclear shape and orientation features from H&E images predict survival in early-stage estrogen receptor-positive breast cancers.
Cheng Lu, David Romo-Bucheli, +5 authors, Anant Madabhushi.
Lab Invest, 2018 Jul 01; 98(11). PMID: 29959421    Free PMC article.
Machine learning for detection of lymphedema among breast cancer survivors.
Mei R Fu, Yao Wang, +11 authors, Ying Kuen Cheung.
Mhealth, 2018 Jul 03; 4. PMID: 29963562    Free PMC article.
Earthquake prediction model using support vector regressor and hybrid neural networks.
Khawaja M Asim, Adnan Idris, Talat Iqbal, Francisco Martínez-Álvarez.
PLoS One, 2018 Jul 06; 13(7). PMID: 29975687    Free PMC article.
NTyroSite: Computational Identification of Protein Nitrotyrosine Sites Using Sequence Evolutionary Features.
Md Mehedi Hasan, Mst Shamima Khatun, +2 authors, Guo Dianjing.
Molecules, 2018 Jul 11; 23(7). PMID: 29987232    Free PMC article.
Cross talk of chromosome instability, CpG island methylator phenotype and mismatch repair in colorectal cancer.
Tian-Ming Zhang, Tao Huang, Rong-Fei Wang.
Oncol Lett, 2018 Jul 17; 16(2). PMID: 30008861    Free PMC article.
Comparison of Machine-Learning Classification Models for Glaucoma Management.
Guangzhou An, Kazuko Omodaka, +6 authors, Masahiro Akiba.
J Healthc Eng, 2018 Jul 19; 2018. PMID: 30018755    Free PMC article.
Feature selection for gene prediction in metagenomic fragments.
Amani Al-Ajlan, Achraf El Allali.
BioData Min, 2018 Jul 22; 11. PMID: 30026811    Free PMC article.
GEO-CEOS stage 4 validation of the Satellite Image Automatic Mapper lightweight computer program for ESA Earth observation level 2 product generation - Part 2: Validation.
Andrea Baraldi, Michael Laurence Humber, Dirk Tiede, Stefan Lang.
Cogent Geosci, 2018 Jul 24; 4(1). PMID: 30035157    Free PMC article.
Genome-wide analysis of NGS data to compile cancer-specific panels of miRNA biomarkers.
Shib Sankar Bhowmick, Indrajit Saha, +2 authors, Filippo Geraci.
PLoS One, 2018 Jul 27; 13(7). PMID: 30048452    Free PMC article.
An Improved Kernel Credal Classification Algorithm Based on Regularized Mahalanobis Distance: Application to Microarray Data Analysis.
Khawla El Bendadi, Yissam Lakhdar, El Hassan Sbai.
Comput Intell Neurosci, 2018 Jul 28; 2018. PMID: 30050567    Free PMC article.
Imbalance learning for the prediction of N6-Methylation sites in mRNAs.
Zhixun Zhao, Hui Peng, +3 authors, Jinyan Li.
BMC Genomics, 2018 Aug 03; 19(1). PMID: 30068294    Free PMC article.
A Novel Approach for Identifying Relevant Genes for Breast Cancer Survivability on Specific Therapies.
Ashraf Abou Tabl, Abedalrhman Alkhateeb, +3 authors, Alioune Ngom.
Evol Bioinform Online, 2018 Aug 18; 14. PMID: 30116102    Free PMC article.
Review.
Prediction of Periventricular Leukomalacia in Neonates after Cardiac Surgery Using Machine Learning Algorithms.
Ali Jalali, Allan F Simpao, +2 authors, Chandrasekhar Nataraj.
J Med Syst, 2018 Aug 18; 42(10). PMID: 30116905
Efficient feature selection and classification for microarray data.
Zifa Li, Weibo Xie, Tao Liu.
PLoS One, 2018 Aug 21; 13(8). PMID: 30125332    Free PMC article.
Novel ensemble method for the prediction of response to fluvoxamine treatment of obsessive-compulsive disorder.
Hesam Hasanpour, Ramak Ghavamizadeh Meibodi, Keivan Navi, Sareh Asadi.
Neuropsychiatr Dis Treat, 2018 Aug 22; 14. PMID: 30127613    Free PMC article.
Chained regularization for identifying brain patterns specific to HIV infection.
Ehsan Adeli, Dongjin Kwon, +4 authors, Kilian M Pohl.
Neuroimage, 2018 Aug 24; 183. PMID: 30138676    Free PMC article.
Identifying the morphologic basis for radiomic features in distinguishing different Gleason grades of prostate cancer on MRI: Preliminary findings.
Gregory Penzias, Asha Singanamalli, +13 authors, Anant Madabhushi.
PLoS One, 2018 Sep 01; 13(8). PMID: 30169514    Free PMC article.
A Computational Method for Classifying Different Human Tissues with Quantitatively Tissue-Specific Expressed Genes.
JiaRui Li, Lei Chen, +3 authors, Yu-Dong Cai.
Genes (Basel), 2018 Sep 13; 9(9). PMID: 30205473    Free PMC article.
Identification and Analysis of Blood Gene Expression Signature for Osteoarthritis With Advanced Feature Selection Methods.
Jing Li, Chun-Na Lan, +2 authors, Tao Huang.
Front Genet, 2018 Sep 15; 9. PMID: 30214455    Free PMC article.
Towards integrated oncogenic marker recognition through mutual information-based statistically significant feature extraction: an association rule mining based study on cancer expression and methylation profiles.
Saurav Mallik, Zhongming Zhao.
Quant Biol, 2018 Sep 18; 5(4). PMID: 30221015    Free PMC article.
Anterior-posterior gradient of plasticity in primate prefrontal cortex.
Mitchell R Riley, Xue-Lian Qi, Xin Zhou, Christos Constantinidis.
Nat Commun, 2018 Sep 19; 9(1). PMID: 30224705    Free PMC article.
An Efficient Feature Selection Strategy Based on Multiple Support Vector Machine Technology with Gene Expression Data.
Ying Zhang, Qingchun Deng, Wenbin Liang, Xianchun Zou.
Biomed Res Int, 2018 Sep 20; 2018. PMID: 30228989    Free PMC article.
Novel Quantitative Imaging for Predicting Response to Therapy: Techniques and Clinical Applications.
Kaustav Bera, Vamsidhar Velcheti, Anant Madabhushi.
Am Soc Clin Oncol Educ Book, 2018 Sep 21; 38. PMID: 30231314    Free PMC article.
Review.
Radiomics features to distinguish glioblastoma from primary central nervous system lymphoma on multi-parametric MRI.
Yikyung Kim, Hwan-Ho Cho, +3 authors, Doo-Sik Kong.
Neuroradiology, 2018 Sep 21; 60(12). PMID: 30232517
Integration of multiple types of genetic markers for neuroblastoma may contribute to improved prediction of the overall survival.
Aneta Polewko-Klim, Wojciech Lesiński, +2 authors, Witold R Rudnicki.
Biol Direct, 2018 Sep 22; 13(1). PMID: 30236139    Free PMC article.
Enhanced Prediction of Hot Spots at Protein-Protein Interfaces Using Extreme Gradient Boosting.
Hao Wang, Chuyao Liu, Lei Deng.
Sci Rep, 2018 Sep 27; 8(1). PMID: 30250210    Free PMC article.
Identification of the predictive genes for the response of colorectal cancer patients to FOLFOX therapy.
Hengjun Lin, Xueke Qiu, Bo Zhang, Jichao Zhang.
Onco Targets Ther, 2018 Oct 03; 11. PMID: 30271178    Free PMC article.
Detecting Depression Severity by Interpretable Representations of Motion Dynamics.
Anis Kacem, Zakia Hammal, Mohamed Daoudi, Jeffrey Cohn.
Proc Int Conf Autom Face Gesture Recognit, 2018 Oct 03; 2018. PMID: 30271308    Free PMC article.
Feature selection by optimizing a lower bound of conditional mutual information.
Hanyang Peng, Yong Fan.
Inf Sci (N Y), 2018 Oct 05; 418-419. PMID: 30283157    Free PMC article.
Machine Learning Approaches for Protein⁻Protein Interaction Hot Spot Prediction: Progress and Comparative Assessment.
Siyu Liu, Chuyao Liu, Lei Deng.
Molecules, 2018 Oct 06; 23(10). PMID: 30287797    Free PMC article.
Review.
Incorporating EBO-HSIC with SVM for Gene Selection Associated with Cervical Cancer Classification.
S Geeitha, M Thangamani.
J Med Syst, 2018 Oct 08; 42(11). PMID: 30293153
Stable and discriminating features are predictive of cancer presence and Gleason grade in radical prostatectomy specimens: a multi-site study.
Patrick Leo, Robin Elliott, +3 authors, Anant Madabhushi.
Sci Rep, 2018 Oct 10; 8(1). PMID: 30297720    Free PMC article.
Quantitative vessel tortuosity: A potential CT imaging biomarker for distinguishing lung granulomas from adenocarcinomas.
Mehdi Alilou, Mahdi Orooji, +10 authors, Anant Madabhushi.
Sci Rep, 2018 Oct 18; 8(1). PMID: 30327507    Free PMC article.
Classifying Included and Excluded Exons in Exon Skipping Event Using Histone Modifications.
Wei Chen, Pengmian Feng, Hui Ding, Hao Lin.
Front Genet, 2018 Oct 18; 9. PMID: 30327665    Free PMC article.
Mitochondrial chaotic dynamics: Redox-energetic behavior at the edge of stability.
Jackelyn M Kembro, Sonia Cortassa, +2 authors, Miguel A Aon.
Sci Rep, 2018 Oct 20; 8(1). PMID: 30337561    Free PMC article.
SUMOgo: Prediction of sumoylation sites on lysines by motif screening models and the effects of various post-translational modifications.
Chi-Chang Chang, Chi-Hua Tung, +2 authors, Yen-Wei Chu.
Sci Rep, 2018 Oct 21; 8(1). PMID: 30341374    Free PMC article.
Accelerometer-Based Detection of Food Intake in Free-living Individuals.
Muhammad Farooq, Edward Sazonov.
IEEE Sens J, 2018 Oct 27; 18(9). PMID: 30364677    Free PMC article.
Tissue Expression Difference between mRNAs and lncRNAs.
Lei Chen, Yu-Hang Zhang, +4 authors, Yu-Dong Cai.
Int J Mol Sci, 2018 Nov 06; 19(11). PMID: 30384456    Free PMC article.
M6AMRFS: Robust Prediction of N6-Methyladenosine Sites With Sequence-Based Features in Multiple Species.
Xiaoli Qiang, Huangrong Chen, +2 authors, Leyi Wei.
Front Genet, 2018 Nov 10; 9. PMID: 30410501    Free PMC article.
Feature Ranking in Predictive Models for Hospital-Acquired Acute Kidney Injury.
Lijuan Wu, Yong Hu, +6 authors, Mei Liu.
Sci Rep, 2018 Nov 25; 8(1). PMID: 30470779    Free PMC article.
Classification of the glioma grading using radiomics analysis.
Hwan-Ho Cho, Seung-Hak Lee, Jonghoon Kim, Hyunjin Park.
PeerJ, 2018 Dec 01; 6. PMID: 30498643    Free PMC article.
Automatic Seizure Detection Based on Nonlinear Dynamical Analysis of EEG Signals and Mutual Information.
Behnaz Akbarian, Abbas Erfanian.
Basic Clin Neurosci, 2018 Dec 07; 9(4). PMID: 30519381    Free PMC article.
Identification of tumor-educated platelet biomarkers of non-small-cell lung cancer.
Meiling Sheng, Zhaohui Dong, Yanping Xie.
Onco Targets Ther, 2018 Dec 12; 11. PMID: 30532555    Free PMC article.
MTBI Identification From Diffusion MR Images Using Bag of Adversarial Visual Features.
Shervin Minaee, Yao Wang, +6 authors, Joseph Rath.
IEEE Trans Med Imaging, 2019 Mar 21; 38(11). PMID: 30892204    Free PMC article.
In silico markers: an evolutionary and statistical approach to select informative genes of human breast cancer subtypes.
Shib Sankar Bhowmick, Debotosh Bhattacharjee, Luis Rato.
Genes Genomics, 2019 Apr 21; 41(12). PMID: 31004329
Heart Rate Variability as a Biomarker of Neurocardiogenic Injury After Subarachnoid Hemorrhage.
Murad Megjhani, Farhad Kaffashi, +12 authors, Soojin Park.
Neurocrit Care, 2019 May 17; 32(1). PMID: 31093884    Free PMC article.
CT radiomics may predict the grade of pancreatic neuroendocrine tumors: a multicenter study.
Dongsheng Gu, Yabin Hu, +5 authors, Jie Tian.
Eur Radiol, 2019 Jun 23; 29(12). PMID: 31227882
A Shallow Convolutional Learning Network for Classification of Cancers Based on Copy Number Variations.
Ahmad AlShibli, Hassan Mathkour.
Sensors (Basel), 2019 Oct 02; 19(19). PMID: 31569801    Free PMC article.
Automated A-line coronary plaque classification of intravascular optical coherence tomography images using handcrafted features and large datasets.
David Prabhu, Hiram Bezerra, +4 authors, David Wilson.
J Biomed Opt, 2019 Oct 06; 24(10). PMID: 31586357    Free PMC article.
AOPs-SVM: A Sequence-Based Classifier of Antioxidant Proteins Using a Support Vector Machine.
Chaolu Meng, Shunshan Jin, +2 authors, Quan Zou.
Front Bioeng Biotechnol, 2019 Oct 18; 7. PMID: 31620433    Free PMC article.
Highly Cited.
Quantitative nuclear histomorphometric features are predictive of Oncotype DX risk categories in ductal carcinoma in situ: preliminary findings.
Haojia Li, Jon Whitney, +4 authors, Anant Madabhushi.
Breast Cancer Res, 2019 Oct 19; 21(1). PMID: 31623652    Free PMC article.
Prediction of Relative Physical Activity Intensity Using Multimodal Sensing of Physiological Data.
Alok Kumar Chowdhury, Dian Tjondronegoro, +2 authors, Stewart G Trost.
Sensors (Basel), 2019 Oct 20; 19(20). PMID: 31627335    Free PMC article.
Noise Reduction for MEMS Gyroscope Signal: A Novel Method Combining ACMP with Adaptive Multiscale SG Filter Based on AMA.
Jingjing He, Changku Sun, Peng Wang.
Sensors (Basel), 2019 Oct 30; 19(20). PMID: 31658750    Free PMC article.
Impact of Affective Multimedia Content on the Electroencephalogram and Facial Expressions.
Siddharth Siddharth, Tzyy-Ping Jung, Terrence J Sejnowski.
Sci Rep, 2019 Nov 11; 9(1). PMID: 31705031    Free PMC article.
Genome-wide prediction and prioritization of human aging genes by data fusion: a machine learning approach.
Masoud Arabfard, Mina Ohadi, +2 authors, Kaveh Kavousi.
BMC Genomics, 2019 Nov 11; 20(1). PMID: 31706268    Free PMC article.
SLICR super-voxel algorithm for fast, robust quantification of myocardial blood flow by dynamic computed tomography myocardial perfusion imaging.
Hao Wu, Brendan L Eck, +6 authors, David L Wilson.
J Med Imaging (Bellingham), 2019 Nov 14; 6(4). PMID: 31720314    Free PMC article.
Assessment of eye fatigue caused by head-mounted displays using eye-tracking.
Yan Wang, Guangtao Zhai, +3 authors, Xuefei Song.
Biomed Eng Online, 2019 Nov 16; 18(1). PMID: 31729983    Free PMC article.
The transcriptome difference between colorectal tumor and normal tissues revealed by single-cell sequencing.
Guo-Liang Zhang, Le-Lin Pan, Tao Huang, Jin-Hai Wang.
J Cancer, 2019 Nov 19; 10(23). PMID: 31737124    Free PMC article.
Implementing machine learning in bipolar diagnosis in China.
Yantao Ma, Jun Ji, +13 authors, Xin Yu.
Transl Psychiatry, 2019 Nov 20; 9(1). PMID: 31740657    Free PMC article.
Selecting Clinically Relevant Gait Characteristics for Classification of Early Parkinson's Disease: A Comprehensive Machine Learning Approach.
Rana Zia Ur Rehman, Silvia Del Din, +3 authors, Lynn Rochester.
Sci Rep, 2019 Nov 23; 9(1). PMID: 31754175    Free PMC article.
Resting-State Functional Network Scale Effects and Statistical Significance-Based Feature Selection in Machine Learning Classification.
Hao Guo, Yao Li, +4 authors, Dongwei Chen.
Comput Math Methods Med, 2019 Nov 30; 2019. PMID: 31781290    Free PMC article.
SIMLIN: a bioinformatics tool for prediction of S-sulphenylation in the human proteome based on multi-stage ensemble-learning models.
Xiaochuan Wang, Chen Li, +3 authors, Geoffrey I Webb.
BMC Bioinformatics, 2019 Nov 23; 20(1). PMID: 31752668    Free PMC article.
An Efficient hybrid filter-wrapper metaheuristic-based gene selection method for high dimensional datasets.
Jamshid Pirgazi, Mohsen Alimoradi, Tahereh Esmaeili Abharian, Mohammad Hossein Olyaee.
Sci Rep, 2019 Dec 11; 9(1). PMID: 31819106    Free PMC article.
The Gene Expression Biomarkers for Chronic Obstructive Pulmonary Disease and Interstitial Lung Disease.
Yangwei Yao, Yangyang Gu, +2 authors, Fengjie Wu.
Front Genet, 2019 Dec 12; 10. PMID: 31824564    Free PMC article.
Towards an Inertial Sensor-Based Wearable Feedback System for Patients after Total Hip Arthroplasty: Validity and Applicability for Gait Classification with Gait Kinematics-Based Features.
Wolfgang Teufl, Bertram Taetz, +5 authors, Gabriele Bleser.
Sensors (Basel), 2019 Nov 21; 19(22). PMID: 31744141    Free PMC article.
Comparison of four variable selection methods to determine the important variables in predicting the prognosis of traumatic brain injury patients by support vector machine.
Saeedeh Pourahmad, Soheila Rasouli-Emadi, Fatemeh Moayyedi, Hosseinali Khalili.
J Res Med Sci, 2019 Dec 19; 24. PMID: 31850086    Free PMC article.
Evaluating the consistency of large-scale pharmacogenomic studies.
Raziur Rahman, Saugato Rahman Dhruba, +3 authors, Ranadip Pal.
Brief Bioinform, 2019 Dec 18; 20(5). PMID: 31846027    Free PMC article.
Review.
On Analysis of Active Querying for Recursive State Estimation.
Aziz Koçanaoğulları, Murat Akçakay, Deniz Erdoğmuş.
IEEE Signal Process Lett, 2018 Jun 01; 25(6). PMID: 31871396    Free PMC article.
Predicting long-term type 2 diabetes with support vector machine using oral glucose tolerance test.
Hasan T Abbas, Lejla Alic, +4 authors, Marwa K Qaraqe.
PLoS One, 2019 Dec 12; 14(12). PMID: 31826018    Free PMC article.
The effects of volume of interest delineation on MRI-based radiomics analysis: evaluation with two disease groups.
Xiao Zhang, Liming Zhong, +6 authors, Qianjin Feng.
Cancer Imaging, 2019 Dec 23; 19(1). PMID: 31864421    Free PMC article.
A novel method detecting the key clinic factors of portal vein system thrombosis of splenectomy & cardia devascularization patients for cirrhosis & portal hypertension.
Mingzhao Wang, Linglong Ding, +5 authors, Qingguang Liu.
BMC Bioinformatics, 2020 Jan 01; 20(Suppl 22). PMID: 31888439    Free PMC article.
Learning distributed representations of RNA and protein sequences and its application for predicting lncRNA-protein interactions.
Hai-Cheng Yi, Zhu-Hong You, +4 authors, Yan-Bin Wang.
Comput Struct Biotechnol J, 2020 Jan 01; 18. PMID: 31890140    Free PMC article.
Investigation of Channel Selection for Gesture Classification for Prosthesis Control Using Force Myography: A Case Study.
Chakaveh Ahmadizadeh, Brittany Pousett, Carlo Menon.
Front Bioeng Biotechnol, 2020 Jan 11; 7. PMID: 31921794    Free PMC article.
Copy Number Variation Pattern for Discriminating MACROD2 States of Colorectal Cancer Subtypes.
ShiQi Zhang, XiaoYong Pan, +7 authors, Yu-Dong Cai.
Front Bioeng Biotechnol, 2020 Jan 11; 7. PMID: 31921812    Free PMC article.
Twenty years of bioinformatics research for protease-specific substrate and cleavage site prediction: a comprehensive revisit and benchmarking of existing methods.
Fuyi Li, Yanan Wang, +15 authors, Jiangning Song.
Brief Bioinform, 2018 Sep 06; 20(6). PMID: 30184176    Free PMC article.
Review.
Computational analysis and prediction of lysine malonylation sites by exploiting informative features in an integrative machine-learning framework.
Yanju Zhang, Ruopeng Xie, +6 authors, Jiangning Song.
Brief Bioinform, 2018 Oct 24; 20(6). PMID: 30351377    Free PMC article.
An Improved Normalized Mutual Information Variable Selection Algorithm for Neural Network-Based Soft Sensors.
Kai Sun, Pengxin Tian, +2 authors, Genke Yang.
Sensors (Basel), 2019 Dec 11; 19(24). PMID: 31817459    Free PMC article.
Simple strategies for semi-supervised feature selection.
Konstantinos Sechidis, Gavin Brown.
Mach Learn, 2018 Jan 01; 107(2). PMID: 31983804    Free PMC article.
miRgo: integrating various off-the-shelf tools for identification of microRNA-target interactions by heterogeneous features and a novel evaluation indicator.
Yen-Wei Chu, Kai-Po Chang, +3 authors, Li-Ching Hsieh.
Sci Rep, 2020 Feb 01; 10(1). PMID: 32001758    Free PMC article.
PredPSD: A Gradient Tree Boosting Approach for Single-Stranded and Double-Stranded DNA Binding Protein Prediction.
Changgeng Tan, Tong Wang, Wenyi Yang, Lei Deng.
Molecules, 2020 Jan 01; 25(1). PMID: 31888057    Free PMC article.
Information Theoretic Feature Transformation Learning for Brain Interfaces.
Ozan Ozdenizci, Deniz Erdogmus.
IEEE Trans Biomed Eng, 2019 Apr 02; 67(1). PMID: 30932828    Free PMC article.
Identifying glycan motifs using a novel subtree mining approach.
Lachlan Coff, Jeffrey Chan, Paul A Ramsland, Andrew J Guy.
BMC Bioinformatics, 2020 Feb 06; 21(1). PMID: 32019496    Free PMC article.
Sub-graph entropy based network approaches for classifying adolescent obsessive-compulsive disorder from resting-state functional MRI.
Bhaskar Sen, Gail A Bernstein, +2 authors, Keshab K Parhi.
Neuroimage Clin, 2020 Feb 18; 26. PMID: 32065968    Free PMC article.
[Differential diagnosis of hepatocellular carcinoma and hepatic hemangiomas based on radiomic features of gadoxetate disodium-enhanced magnetic resonance imaging].
Mao-Dong Chen, Jing Zhang, +2 authors, Yan-Qiu Feng.
Nan Fang Yi Ke Da Xue Xue Bao, 2018 May 08; 38(4). PMID: 29735443    Free PMC article.
Content-Based Image Retrieval System for Pulmonary Nodules Using Optimal Feature Sets and Class Membership-Based Retrieval.
Shrikant A Mehre, Ashis Kumar Dhara, +3 authors, Sudipta Mukhopadhyay.
J Digit Imaging, 2018 Oct 27; 32(3). PMID: 30361935    Free PMC article.
A Hierarchical Machine Learning Model to Discover Gleason Grade-Specific Biomarkers in Prostate Cancer.
Osama Hamzeh, Abedalrhman Alkhateeb, +6 authors, Luis Rueda.
Diagnostics (Basel), 2019 Dec 15; 9(4). PMID: 31835700    Free PMC article.
Radiomics for Classifying Histological Subtypes of Lung Cancer Based on Multiphasic Contrast-Enhanced Computed Tomography.
Linning E, Lin Lu, +3 authors, Binsheng Zhao.
J Comput Assist Tomogr, 2019 Jan 22; 43(2). PMID: 30664116    Free PMC article.
Repeatability of radiomics and machine learning for DWI: Short-term repeatability study of 112 patients with prostate cancer.
Harri Merisaari, Pekka Taimen, +7 authors, Ivan Jambor.
Magn Reson Med, 2019 Nov 09; 83(6). PMID: 31703155    Free PMC article.
On Assessing Driver Awareness of Situational Criticalities: Multi-modal Bio-Sensing and Vision-Based Analysis, Evaluations, and Insights.
Siddharth Siddharth, Mohan M Trivedi.
Brain Sci, 2020 Jan 19; 10(1). PMID: 31952156    Free PMC article.
EdgeScaping: Mapping the spatial distribution of pairwise gene expression intensities.
Benafsh Husain, F Alex Feltus.
PLoS One, 2019 Aug 07; 14(8). PMID: 31386677    Free PMC article.
Mild Dehydration Identification Using Machine Learning to Assess Autonomic Responses to Cognitive Stress.
Hugo F Posada-Quintero, Natasa Reljin, +5 authors, Ki H Chon.
Nutrients, 2019 Dec 28; 12(1). PMID: 31877912    Free PMC article.
The Functional Effects of Key Driver KRAS Mutations on Gene Expression in Lung Cancer.
Jisong Zhang, Huihui Hu, +5 authors, Enguo Chen.
Front Genet, 2020 Mar 03; 11. PMID: 32117436    Free PMC article.
Revealing Tumor Habitats from Texture Heterogeneity Analysis for Classification of Lung Cancer Malignancy and Aggressiveness.
Dmitry Cherezov, Dmitry Goldgof, +4 authors, Adrien Depeursinge.
Sci Rep, 2019 Mar 16; 9(1). PMID: 30872600    Free PMC article.
Preoperative Prediction of Axillary Lymph Node Metastasis in Breast Cancer Using Mammography-Based Radiomics Method.
Jingbo Yang, Tao Wang, +8 authors, Liyu Huang.
Sci Rep, 2019 Mar 16; 9(1). PMID: 30872652    Free PMC article.
Quantifying ultrasonic mouse vocalizations using acoustic analysis in a supervised statistical machine learning framework.
Adam P Vogel, Athanasios Tsanas, Maria Luisa Scattoni.
Sci Rep, 2019 May 31; 9(1). PMID: 31147563    Free PMC article.
Developing a large scale population screening tool for the assessment of Parkinson's disease using telephone-quality voice.
Siddharth Arora, Ladan Baghai-Ravary, Athanasios Tsanas.
J Acoust Soc Am, 2019 Jun 04; 145(5). PMID: 31153319    Free PMC article.
Systematic analysis and prediction of type IV secreted effector proteins by machine learning approaches.
Jiawei Wang, Bingjiao Yang, +11 authors, Trevor Lithgow.
Brief Bioinform, 2017 Dec 01; 20(3). PMID: 29186295    Free PMC article.
Systematic Review.
Exploring diagnosis and imaging biomarkers of Parkinson's disease via iterative canonical correlation analysis based feature selection.
Luyan Liu, Qian Wang, +3 authors, Dinggang Shen.
Comput Med Imaging Graph, 2018 Apr 28; 67. PMID: 29702348    Free PMC article.
iProt-Sub: a comprehensive package for accurately mapping and predicting protease-specific substrates and cleavage sites.
Jiangning Song, Yanan Wang, +4 authors, Kuo-Chen Chou.
Brief Bioinform, 2018 Jun 14; 20(2). PMID: 29897410    Free PMC article.
Highly Cited. Review.
Balancing Performance and Interpretability: Selecting Features with Bootstrapped Ridge Regression.
Matthew C Lenert, Colin G Walsh.
AMIA Annu Symp Proc, 2019 Mar 01; 2018. PMID: 30815182    Free PMC article.
Transfer Learning From Convolutional Neural Networks for Computer-Aided Diagnosis: A Comparison of Digital Breast Tomosynthesis and Full-Field Digital Mammography.
Kayla Mendel, Hui Li, Deepa Sheth, Maryellen Giger.
Acad Radiol, 2018 Aug 05; 26(6). PMID: 30076083    Free PMC article.
Spatial Architecture and Arrangement of Tumor-Infiltrating Lymphocytes for Predicting Likelihood of Recurrence in Early-Stage Non-Small Cell Lung Cancer.
Germán Corredor, Xiangxue Wang, +9 authors, Anant Madabhushi.
Clin Cancer Res, 2018 Sep 12; 25(5). PMID: 30201760    Free PMC article.
The role of diversity in data-driven analysis of multi-subject fMRI data: Comparison of approaches based on independence and sparsity using global performance metrics.
Qunfang Long, Suchita Bhinge, +3 authors, Tülay Adalı.
Hum Brain Mapp, 2018 Sep 22; 40(2). PMID: 30240499    Free PMC article.
Quantitative imaging of cancer in the postgenomic era: Radio(geno)mics, deep learning, and habitats.
Sandy Napel, Wei Mu, +2 authors, Robert J Gillies.
Cancer, 2018 Nov 02; 124(24). PMID: 30383900    Free PMC article.
Review.
Refinement of Highly Flexible Protein Structures using Simulation-Guided Spectroscopy.
Jennifer M Hays, Marissa K Kieber, +3 authors, Peter M Kasson.
Angew Chem Int Ed Engl, 2018 Nov 06; 57(52). PMID: 30395378    Free PMC article.
The early detection of asthma based on blood gene expression.
Shao-Bin Wang, Tao Huang.
Mol Biol Rep, 2018 Nov 14; 46(1). PMID: 30421126
TELS: A Novel Computational Framework for Identifying Motif Signatures of Transcribed Enhancers.
Dimitrios Kleftogiannis, Haitham Ashoor, Vladimir B Bajic.
Genomics Proteomics Bioinformatics, 2018 Dec 24; 16(5). PMID: 30578915    Free PMC article.
HIV-1 Neutralizing Antibody Signatures and Application to Epitope-Targeted Vaccine Design.
Christine A Bricault, Karina Yusim, +36 authors, Bette Korber.
Cell Host Microbe, 2019 Jan 11; 25(1). PMID: 30629920    Free PMC article.
Highly Cited.
A study in scarlet: MC1R as the main predictor of red hair and exemplar of the flip-flop effect.
Katerina Zorina-Lichtenwalter, Ryan N Lichtenwalter, +4 authors, Luda Diatchenko.
Hum Mol Genet, 2019 Jan 19; 28(12). PMID: 30657907    Free PMC article.
Utilizing longitudinal microbiome taxonomic profiles to predict food allergy via Long Short-Term Memory networks.
Ahmed A Metwally, Philip S Yu, +3 authors, David L Perkins.
PLoS Comput Biol, 2019 Feb 05; 15(2). PMID: 30716085    Free PMC article.
CPPred: coding potential prediction based on the global description of RNA sequence.
Xiaoxue Tong, Shiyong Liu.
Nucleic Acids Res, 2019 Feb 13; 47(8). PMID: 30753596    Free PMC article.
A hybrid gene selection algorithm based on interaction information for microarray-based cancer classification.
Songyot Nakariyakul.
PLoS One, 2019 Feb 16; 14(2). PMID: 30768654    Free PMC article.
Comparing radiomic classifiers and classifier ensembles for detection of peripheral zone prostate tumors on T2-weighted MRI: a multi-site study.
Satish E Viswanath, Prathyush V Chirra, +5 authors, Anant Madabhushi.
BMC Med Imaging, 2019 Mar 02; 19(1). PMID: 30819131    Free PMC article.
Prediction of Lymph Node Metastasis in Patients With Papillary Thyroid Carcinoma: A Radiomics Method Based on Preoperative Ultrasound Images.
Tongtong Liu, Shichong Zhou, +4 authors, Cai Chang.
Technol Cancer Res Treat, 2019 Mar 21; 18. PMID: 30890092    Free PMC article.
Classification of high dimensional biomedical data based on feature selection using redundant removal.
Bingtao Zhang, Peng Cao.
PLoS One, 2019 Apr 10; 14(4). PMID: 30964868    Free PMC article.
Age-related changes of the retinal microvasculature.
Nikita V Orlov, Cristopher Coletta, +12 authors, David Schlessinger.
PLoS One, 2019 May 03; 14(5). PMID: 31048908    Free PMC article.
Machine Learning Prediction of Response to Cardiac Resynchronization Therapy: Improvement Versus Current Guidelines.
Albert K Feeny, John Rickard, +14 authors, Mina K Chung.
Circ Arrhythm Electrophysiol, 2019 Jun 21; 12(7). PMID: 31216884    Free PMC article.
Feature selection and transformation by machine learning reduce variable numbers and improve prediction for heart failure readmission or death.
Saqib E Awan, Mohammed Bennamoun, +3 authors, Girish Dwivedi.
PLoS One, 2019 Jun 27; 14(6). PMID: 31242238    Free PMC article.
Using targeted next-generation sequencing to characterize genetic differences associated with insecticide resistance in Culex quinquefasciatus populations from the southern U.S.
Linda Kothera, John Phan, +3 authors, Harry M Savage.
PLoS One, 2019 Jul 04; 14(7). PMID: 31269040    Free PMC article.
ClearF: a supervised feature scoring method to find biomarkers using class-wise embedding and reconstruction.
Sehee Wang, Hyun-Hwan Jeong, Kyung-Ah Sohn.
BMC Med Genomics, 2019 Jul 13; 12(Suppl 5). PMID: 31296201    Free PMC article.
Development of a point of care system for automated coma prognosis: a prospective cohort study protocol.
John F Connolly, James P Reilly, +6 authors, Rober Boshra.
BMJ Open, 2019 Jul 20; 9(7). PMID: 31320356    Free PMC article.
Multicenter study demonstrates radiomic features derived from magnetic resonance perfusion images identify pseudoprogression in glioblastoma.
Nabil Elshafeey, Aikaterini Kotrotsou, +14 authors, Rivka R Colen.
Nat Commun, 2019 Jul 20; 10(1). PMID: 31320621    Free PMC article.
Identification of serum microRNAs as potential biomarkers in Pompe disease.
Ana Carrasco-Rozas, Esther Fernández-Simón, +12 authors, Eduard Gallardo.
Ann Clin Transl Neurol, 2019 Jul 30; 6(7). PMID: 31353854    Free PMC article.
Histopathology Feature Mining and Association with Hyperspectral Imaging for the Detection of Squamous Neoplasia.
Guolan Lu, Dongsheng Wang, +6 authors, Baowei Fei.
Sci Rep, 2019 Nov 30; 9(1). PMID: 31780698    Free PMC article.
Classification of cocaine-dependent participants with dynamic functional connectivity from functional magnetic resonance imaging data.
Unal Sakoglu, Mutlu Mete, +3 authors, Bryon Adinoff.
J Neurosci Res, 2019 Apr 09; 97(7). PMID: 30957276    Free PMC article.
Prediction of tumor location in prostate cancer tissue using a machine learning system on gene expression data.
Osama Hamzeh, Abedalrhman Alkhateeb, +2 authors, Luis Rueda.
BMC Bioinformatics, 2020 Mar 14; 21(Suppl 2). PMID: 32164523    Free PMC article.
Glandular orientation and shape determined by computational pathology could identify aggressive tumor for early colon carcinoma: a triple-center study.
Meng-Yao Ji, Lei Yuan, +8 authors, Wei-Guo Dong.
J Transl Med, 2020 Mar 18; 18(1). PMID: 32178690    Free PMC article.
Computational Detection of Breast Cancer Invasiveness with DNA Methylation Biomarkers.
Chunyu Wang, Ning Zhao, Linlin Yuan, Xiaoyan Liu.
Cells, 2020 Feb 06; 9(2). PMID: 32019269    Free PMC article.
SLIC robust (SLICR) processing for fast, robust CT myocardial blood flow quantification.
Hao Wu, Brendan L Eck, +5 authors, David L Wilson.
Proc SPIE Int Soc Opt Eng, 2018 Feb 01; 10578. PMID: 32189825    Free PMC article.
Identification and Analysis of Glioblastoma Biomarkers Based on Single Cell Sequencing.
Quan Cheng, Jing Li, +4 authors, Song-Shan Feng.
Front Bioeng Biotechnol, 2020 Mar 21; 8. PMID: 32195242    Free PMC article.
Automated Detection of Radiology Reports that Require Follow-up Imaging Using Natural Language Processing Feature Engineering and Machine Learning Classification.
Robert Lou, Darco Lalevic, +2 authors, Tessa S Cook.
J Digit Imaging, 2019 Sep 05; 33(1). PMID: 31482317    Free PMC article.
Molecular classification of breast cancer using the mRNA expression profiles of immune-related genes.
Juan Mei, Ji Zhao, Yi Fu.
Sci Rep, 2020 Mar 18; 10(1). PMID: 32179831    Free PMC article.
Radiomics features on non-contrast-enhanced CT scan can precisely classify AVM-related hematomas from other spontaneous intraparenchymal hematoma types.
Yupeng Zhang, Baorui Zhang, +7 authors, Chuhan Jiang.
Eur Radiol, 2018 Oct 12; 29(4). PMID: 30306329
Preoperative radiomic signature based on multiparametric magnetic resonance imaging for noninvasive evaluation of biological characteristics in rectal cancer.
Xiaochun Meng, Wei Xia, +12 authors, Xin Gao.
Eur Radiol, 2018 Nov 11; 29(6). PMID: 30413959
Differentiation of clear cell and non-clear cell renal cell carcinomas by all-relevant radiomics features from multiphase CT: a VHL mutation perspective.
Zhi-Cheng Li, Guangtao Zhai, +5 authors, Hairong Zheng.
Eur Radiol, 2018 Dec 14; 29(8). PMID: 30523454
Can peritumoral radiomics increase the efficiency of the prediction for lymph node metastasis in clinical stage T1 lung adenocarcinoma on CT?
Xiang Wang, Xingyu Zhao, +9 authors, Xin Gao.
Eur Radiol, 2019 Mar 20; 29(11). PMID: 30887209
Detecting biomarkers from microarray data using distributed correlation based gene selection.
Alok Kumar Shukla, Diwakar Tripathi.
Genes Genomics, 2020 Feb 11; 42(4). PMID: 32040771
The Application of Deep Learning in Cancer Prognosis Prediction.
Wan Zhu, Longxiang Xie, Jianye Han, Xiangqian Guo.
Cancers (Basel), 2020 Mar 11; 12(3). PMID: 32150991    Free PMC article.
Review.
Radiomics Study of Thyroid Ultrasound for Predicting BRAF Mutation in Papillary Thyroid Carcinoma: Preliminary Results.
M-R Kwon, J H Shin, +3 authors, K W Park.
AJNR Am J Neuroradiol, 2020 Apr 11; 41(4). PMID: 32273326    Free PMC article.
MRI-Based Deep Learning Segmentation and Radiomics of Sarcoma in Mice.
M D Holbrook, S J Blocker, +6 authors, C T Badea.
Tomography, 2020 Apr 14; 6(1). PMID: 32280747    Free PMC article.
Early Diagnosis of Hepatocellular Carcinoma Using Machine Learning Method.
Zi-Mei Zhang, Jiu-Xin Tan, +3 authors, Hao Lin.
Front Bioeng Biotechnol, 2020 Apr 16; 8. PMID: 32292778    Free PMC article.
Computational analysis of pathological images enables a better diagnosis of TFE3 Xp11.2 translocation renal cell carcinoma.
Jun Cheng, Zhi Han, +7 authors, Jie Zhang.
Nat Commun, 2020 Apr 15; 11(1). PMID: 32286325    Free PMC article.
i4mC-Mouse: Improved identification of DNA N4-methylcytosine sites in the mouse genome using multiple encoding schemes.
Md Mehedi Hasan, Balachandran Manavalan, +2 authors, Hiroyuki Kurata.
Comput Struct Biotechnol J, 2020 Apr 24; 18. PMID: 32322372    Free PMC article.
A comparative chemogenic analysis for predicting Drug-Target Pair via Machine Learning Approaches.
Aman Chandra Kaushik, Aamir Mehmood, Xiaofeng Dai, Dong-Qing Wei.
Sci Rep, 2020 Apr 24; 10(1). PMID: 32322011    Free PMC article.
Radiomics-based convolutional neural network for brain tumor segmentation on multiparametric magnetic resonance imaging.
Prateek Prasanna, Ayush Karnawat, +2 authors, Pallavi Tiwari.
J Med Imaging (Bellingham), 2019 May 17; 6(2). PMID: 31093517    Free PMC article.
QUATgo: Protein quaternary structural attributes predicted by two-stage machine learning approaches with heterogeneous feature encoding.
Chi-Hua Tung, Ching-Hsuan Chien, +3 authors, Yen-Wei Chu.
PLoS One, 2020 Apr 30; 15(4). PMID: 32348325    Free PMC article.
ECMPride: prediction of human extracellular matrix proteins based on the ideal dataset using hybrid features with domain evidence.
Binghui Liu, Ling Leng, +3 authors, Yunping Zhu.
PeerJ, 2020 May 08; 8. PMID: 32377454    Free PMC article.
Automated evaluation of probe-based confocal laser endomicroscopy in the lung.
David Bondesson, Moritz J Schneider, +3 authors, Julien Dinkel.
PLoS One, 2020 May 07; 15(5). PMID: 32374768    Free PMC article.
Differentiating Peripherally-Located Small Cell Lung Cancer From Non-small Cell Lung Cancer Using a CT Radiomic Approach.
Bihong T Chen, Zikuan Chen, +12 authors, Ravi Salgia.
Front Oncol, 2020 May 12; 10. PMID: 32391274    Free PMC article.
Optimized Mahalanobis-Taguchi System for High-Dimensional Small Sample Data Classification.
Xinping Xiao, Dian Fu, Yu Shi, Jianghui Wen.
Comput Intell Neurosci, 2020 May 15; 2020. PMID: 32405295    Free PMC article.
Identifying Cell-Type Specific Genes and Expression Rules Based on Single-Cell Transcriptomic Atlas Data.
Fei Yuan, XiaoYong Pan, +5 authors, Yu-Dong Cai.
Front Bioeng Biotechnol, 2020 May 16; 8. PMID: 32411685    Free PMC article.
Block HSIC Lasso: model-free biomarker detection for ultra-high dimensional data.
Héctor Climente-González, Chloé-Agathe Azencott, Samuel Kaski, Makoto Yamada.
Bioinformatics, 2019 Sep 13; 35(14). PMID: 31510671    Free PMC article.
Radiomic prediction of mutation status based on MR imaging of lung cancer brain metastases.
Bihong T Chen, Taihao Jin, +9 authors, Ravi Salgia.
Magn Reson Imaging, 2020 Mar 18; 69. PMID: 32179095    Free PMC article.
Automatic segmentation and classification of breast lesions through identification of informative multiparametric PET/MRI features.
Wolf-Dieter Vogl, Katja Pinker, +7 authors, Georg Langs.
Eur Radiol Exp, 2019 Apr 29; 3(1). PMID: 31030291    Free PMC article.
Computational identification of N6-methyladenosine sites in multiple tissues of mammals.
Fu-Ying Dao, Hao Lv, +3 authors, Hao Lin.
Comput Struct Biotechnol J, 2020 May 22; 18. PMID: 32435427    Free PMC article.
Applying Machine Learning to Kinematic and Eye Movement Features of a Movement Imitation Task to Predict Autism Diagnosis.
Andrius Vabalas, Emma Gowen, Ellen Poliakoff, Alexander J Casson.
Sci Rep, 2020 May 21; 10(1). PMID: 32433501    Free PMC article.
Deep-AmPEP30: Improve Short Antimicrobial Peptides Prediction with Deep Learning.
Jielu Yan, Pratiti Bhadra, +5 authors, Shirley W I Siu.
Mol Ther Nucleic Acids, 2020 May 29; 20. PMID: 32464552    Free PMC article.
Multi-modal radiomics model to predict treatment response to neoadjuvant chemotherapy for locally advanced rectal cancer.
Zheng-Yan Li, Xiao-Dong Wang, +8 authors, Qian Li.
World J Gastroenterol, 2020 Jun 02; 26(19). PMID: 32476800    Free PMC article.
Improved metabolomic data-based prediction of depressive symptoms using nonlinear machine learning with feature selection.
Yuta Takahashi, Masao Ueki, +10 authors, Hiroaki Tomita.
Transl Psychiatry, 2020 May 20; 10(1). PMID: 32427830    Free PMC article.
Contrast-enhanced T1-weighted image radiomics of brain metastases may predict EGFR mutation status in primary lung cancer.
Sung Jun Ahn, Hyeokjin Kwon, +4 authors, Jong-Min Lee.
Sci Rep, 2020 Jun 03; 10(1). PMID: 32483122    Free PMC article.
A machine learning model that classifies breast cancer pathologic complete response on MRI post-neoadjuvant chemotherapy.
Elizabeth J Sutton, Natsuko Onishi, +12 authors, Harini Veeraraghavan.
Breast Cancer Res, 2020 May 30; 22(1). PMID: 32466777    Free PMC article.
Laboratory-based and free-living algorithms for energy expenditure estimation in preschool children: A free-living evaluation.
Matthew N Ahmadi, Alok Chowdhury, Toby Pavey, Stewart G Trost.
PLoS One, 2020 May 21; 15(5). PMID: 32433717    Free PMC article.
Neonatal neural networks predict children behavioral profiles later in life.
Chong-Yaw Wee, Ta Anh Tuan, +9 authors, Anqi Qiu.
Hum Brain Mapp, 2016 Nov 20; 38(3). PMID: 27862605    Free PMC article.
Predicting escitalopram monotherapy response in depression: The role of anterior cingulate cortex.
Shui Tian, Yurong Sun, +10 authors, Qing Lu.
Hum Brain Mapp, 2019 Nov 24; 41(5). PMID: 31758634    Free PMC article.
Discriminating Origin Tissues of Tumor Cell Lines by Methylation Signatures and Dys-Methylated Rules.
Shiqi Zhang, Tao Zeng, +7 authors, Yu-Dong Cai.
Front Bioeng Biotechnol, 2020 Jun 13; 8. PMID: 32528944    Free PMC article.
WERFE: A Gene Selection Algorithm Based on Recursive Feature Elimination and Ensemble Strategy.
Qi Chen, Zhaopeng Meng, Ran Su.
Front Bioeng Biotechnol, 2020 Jun 18; 8. PMID: 32548100    Free PMC article.
Radiomics Prediction of EGFR Status in Lung Cancer-Our Experience in Using Multiple Feature Extractors and The Cancer Imaging Archive Data.
Lin Lu, Shawn H Sun, +4 authors, Binsheng Zhao.
Tomography, 2020 Jun 18; 6(2). PMID: 32548300    Free PMC article.
A Bioinformatics Tool for the Prediction of DNA N6-Methyladenine Modifications Based on Feature Fusion and Optimization Protocol.
Jianhua Cai, Donghua Wang, +5 authors, Leyi Wei.
Front Bioeng Biotechnol, 2020 Jun 26; 8. PMID: 32582654    Free PMC article.
11C-PIB PET image analysis for Alzheimer's diagnosis using weighted voting ensembles.
Wenjun Wu, Janani Venugopalan, May D Wang.
Annu Int Conf IEEE Eng Med Biol Soc, 2017 Oct 25; 2017. PMID: 29060753    Free PMC article.
A Novel Triple Matrix Factorization Method for Detecting Drug-Side Effect Association Based on Kernel Target Alignment.
Xiaoyi Guo, Wei Zhou, +3 authors, Fei Guo.
Biomed Res Int, 2020 Jul 01; 2020. PMID: 32596314    Free PMC article.
Identification of Human Enzymes Using Amino Acid Composition and the Composition of k-Spaced Amino Acid Pairs.
Lifu Zhang, Benzhi Dong, +2 authors, Liran Juan.
Biomed Res Int, 2020 Jul 01; 2020. PMID: 32596396    Free PMC article.
Predicting Heart Rejection Using Histopathological Whole-Slide Imaging and Deep Neural Network with Dropout.
Li Tong, Ryan Hoffman, Shriprasad R Deshpande, May D Wang.
IEEE EMBS Int Conf Biomed Health Inform, 2017 Feb 01; 2017. PMID: 32601619    Free PMC article.
Logistic Regression Confined by Cardinality-Constrained Sample and Feature Selection.
Ehsan Adeli, Xiaorui Li, +2 authors, Kilian M Pohl.
IEEE Trans Pattern Anal Mach Intell, 2019 Mar 06; 42(7). PMID: 30835210    Free PMC article.
A priori prediction of tumour response to neoadjuvant chemotherapy in breast cancer patients using quantitative CT and machine learning.
Hadi Moghadas-Dastjerdi, Hira Rahman Sha-E-Tallat, +2 authors, Gregory J Czarnota.
Sci Rep, 2020 Jul 04; 10(1). PMID: 32616912    Free PMC article.
Alternative Polyadenylation Modification Patterns Reveal Essential Posttranscription Regulatory Mechanisms of Tumorigenesis in Multiple Tumor Types.
Min Li, XiaoYong Pan, +5 authors, Yu-Dong Cai.
Biomed Res Int, 2020 Jul 07; 2020. PMID: 32626751    Free PMC article.
A Brief Survey for MicroRNA Precursor Identification Using Machine Learning Methods.
Zheng-Xing Guan, Shi-Hao Li, +3 authors, Hui Ding.
Curr Genomics, 2020 Jul 14; 21(1). PMID: 32655294    Free PMC article.
Review.
Noninvasive model for predicting future ischemic strokes in patients with silent lacunar infarction using radiomics.
Jie-Hua Su, Ling-Wei Meng, +7 authors, Zhao-Hui Li.
BMC Med Imaging, 2020 Jul 10; 20(1). PMID: 32641095    Free PMC article.
ProtExA: A tool for post-processing proteomics data providing differential expression metrics, co-expression networks and functional analytics.
George Minadakis, Kleitos Sokratous, George M Spyrou.
Comput Struct Biotechnol J, 2020 Jul 17; 18. PMID: 32670509    Free PMC article.
Prediction of G Protein-Coupled Receptors With CTDC Extraction and MRMD2.0 Dimension-Reduction Methods.
Xingyue Gu, Zhihua Chen, Donghua Wang.
Front Bioeng Biotechnol, 2020 Jul 17; 8. PMID: 32671038    Free PMC article.
Combination of static and temporal data analysis to predict mortality and readmission in the intensive care.
Janani Venugopalan, Nikhil Chanani, Kevin Maher, May D Wang.
Annu Int Conf IEEE Eng Med Biol Soc, 2017 Oct 25; 2017. PMID: 29060424    Free PMC article.
Parkinson's disease detection from 20-step walking tests using inertial sensors of a smartphone: Machine learning approach based on an observational case-control study.
Milla Juutinen, Cassia Wang, +4 authors, Antti Vehkaoja.
PLoS One, 2020 Jul 24; 15(7). PMID: 32701955    Free PMC article.
Supervised Machine Learning Applied to Wearable Sensor Data Can Accurately Classify Functional Fitness Exercises Within a Continuous Workout.
Ezio Preatoni, Stefano Nodari, Nicola Francesco Lopomo.
Front Bioeng Biotechnol, 2020 Aug 01; 8. PMID: 32733863    Free PMC article.
Radiation Therapy Outcomes Models in the Era of Radiomics and Radiogenomics: Uncertainties and Validation.
Issam El Naqa, Gaurav Pandey, +4 authors, Randall K Ten Haken.
Int J Radiat Oncol Biol Phys, 2018 Oct 26; 102(4). PMID: 30353869    Free PMC article.
Hierarchical Compression Reveals Sub-Second to Day-Long Structure in Larval Zebrafish Behavior.
Marcus Ghosh, Jason Rihel.
eNeuro, 2020 Apr 04; 7(4). PMID: 32241874    Free PMC article.
Classification of Microarray Gene Expression Data Using an Infiltration Tactics Optimization (ITO) Algorithm.
Javed Zahoor, Kashif Zafar.
Genes (Basel), 2020 Jul 28; 11(7). PMID: 32708429    Free PMC article.
Enhancing Electronic Nose Performance by Feature Selection Using an Improved Grey Wolf Optimization Based Algorithm.
Chao Zhang, Wen Wang, Yong Pan.
Sensors (Basel), 2020 Jul 28; 20(15). PMID: 32707788    Free PMC article.
Machine Learning to Quantify Physical Activity in Children with Cerebral Palsy: Comparison of Group, Group-Personalized, and Fully-Personalized Activity Classification Models.
Matthew N Ahmadi, Margaret E O'Neil, +2 authors, Stewart G Trost.
Sensors (Basel), 2020 Jul 28; 20(14). PMID: 32708963    Free PMC article.
Machine learning-based automated classification of headache disorders using patient-reported questionnaires.
Junmo Kwon, Hyebin Lee, +3 authors, Hyunjin Park.
Sci Rep, 2020 Aug 21; 10(1). PMID: 32820214    Free PMC article.
Identification of Alzheimer's EEG With a WVG Network-Based Fuzzy Learning Approach.
Haitao Yu, Lin Zhu, +4 authors, Zhiyong Zhang.
Front Neurosci, 2020 Aug 28; 14. PMID: 32848530    Free PMC article.
EEG Feature Selection via Stacked Deep Embedded Regression With Joint Sparsity.
Kui Jiang, Jiaxi Tang, +3 authors, Chuang Lin.
Front Neurosci, 2020 Aug 28; 14. PMID: 32848581    Free PMC article.
Combination of Peri-Tumoral and Intra-Tumoral Radiomic Features on Bi-Parametric MRI Accurately Stratifies Prostate Cancer Risk: A Multi-Site Study.
Ahmad Algohary, Rakesh Shiradkar, +13 authors, Anant Madabhushi.
Cancers (Basel), 2020 Aug 13; 12(8). PMID: 32781640    Free PMC article.
Characterizing Epitope Binding Regions of Entire Antibody Panels by Combining Experimental and Computational Analysis of Antibody: Antigen Binding Competition.
Benjamin D Brooks, Adam Closmore, +4 authors, Chris Bailey-Kellogg.
Molecules, 2020 Aug 17; 25(16). PMID: 32796656    Free PMC article.
NetExtractor: Extracting a Cerebellar Tissue Gene Regulatory Network Using Differentially Expressed High Mutual Information Binary RNA Profiles.
Benafsh Husain, Allison R Hickman, +3 authors, F Alex Feltus.
G3 (Bethesda), 2020 Jul 16; 10(9). PMID: 32665353    Free PMC article.
Interpretability of Input Representations for Gait Classification in Patients after Total Hip Arthroplasty.
Carlo Dindorf, Wolfgang Teufl, +2 authors, Michael Fröhlich.
Sensors (Basel), 2020 Aug 13; 20(16). PMID: 32781583    Free PMC article.
A Deep Unsupervised Learning Approach Toward MTBI Identification Using Diffusion MRI.
Shervin Minaee, Yao Wang, +6 authors, Yvonne W Lui.
Annu Int Conf IEEE Eng Med Biol Soc, 2018 Nov 18; 2018. PMID: 30440621    Free PMC article.
3D radiomics predicts EGFR mutation, exon-19 deletion and exon-21 L858R mutation in lung adenocarcinoma.
Guixue Liu, Zhihan Xu, +4 authors, Xueqian Xie.
Transl Lung Cancer Res, 2020 Sep 22; 9(4). PMID: 32953499    Free PMC article.
Radiomics Analysis of Multiparametric MRI for the Preoperative Prediction of Lymph Node Metastasis in Cervical Cancer.
Lina Hou, Wei Zhou, +5 authors, Ruiping Zhang.
Front Oncol, 2020 Sep 26; 10. PMID: 32974143    Free PMC article.
Classification of Widely and Rarely Expressed Genes with Recurrent Neural Network.
Lei Chen, XiaoYong Pan, +3 authors, Yu-Dong Cai.
Comput Struct Biotechnol J, 2019 Jan 01; 17. PMID: 30595815    Free PMC article.
Delta Radiomics Improves Pulmonary Nodule Malignancy Prediction in Lung Cancer Screening.
Saeed S Alahmari, Dmitry Cherezov, +3 authors, Matthew B Schabath.
IEEE Access, 2019 Jan 05; 6. PMID: 30607311    Free PMC article.
Recent Advances on the Machine Learning Methods in Identifying DNA Replication Origins in Eukaryotic Genomics.
Fu-Ying Dao, Hao Lv, Fang Wang, Hui Ding.
Front Genet, 2019 Jan 09; 9. PMID: 30619452    Free PMC article.
Review.
A New Insight Into Missing Data in Intensive Care Unit Patient Profiles: Observational Study.
Anis Sharafoddini, Joel A Dubin, David M Maslove, Joon Lee.
JMIR Med Inform, 2019 Jan 10; 7(1). PMID: 30622091    Free PMC article.
Conformational Intermediate That Controls KPC-2 Catalysis and Beta-Lactam Drug Resistance.
George A Cortina, Jennifer M Hays, Peter M Kasson.
ACS Catal, 2019 Jan 15; 8(4). PMID: 30637173    Free PMC article.
The blood transcriptional signature for active and latent tuberculosis.
Min Deng, Xiao-Dong Lv, +2 authors, Wen-Yu Chen.
Infect Drug Resist, 2019 Feb 23; 12. PMID: 30787624    Free PMC article.
Transcriptomics Signature from Next-Generation Sequencing Data Reveals New Transcriptomic Biomarkers Related to Prostate Cancer.
Abedalrhman Alkhateeb, Iman Rezaeian, +3 authors, Luis Rueda.
Cancer Inform, 2019 Mar 21; 18. PMID: 30890858    Free PMC article.
A greedy feature selection algorithm for Big Data of high dimensionality.
Ioannis Tsamardinos, Giorgos Borboudakis, +2 authors, Vassilis Christophides.
Mach Learn, 2019 Mar 25; 108(2). PMID: 30906113    Free PMC article.
Nature-Inspired Multiobjective Cancer Subtype Diagnosis.
Yunhe Wang, Bo Liu, +2 authors, Xiangtao Li.
IEEE J Transl Eng Health Med, 2019 Mar 28; 7. PMID: 30915261    Free PMC article.
Identification of Motor Symptoms Related to Parkinson Disease Using Motion-Tracking Sensors at Home (KÄVELI): Protocol for an Observational Case-Control Study.
Milla Jauhiainen, Juha Puustinen, +4 authors, Hannu Nieminen.
JMIR Res Protoc, 2019 Mar 28; 8(3). PMID: 30916665    Free PMC article.
Supervised Brain Tumor Segmentation Based on Gradient and Context-Sensitive Features.
Junting Zhao, Zhaopeng Meng, +3 authors, Ran Su.
Front Neurosci, 2019 Apr 02; 13. PMID: 30930729    Free PMC article.
Identification of Triple-Negative Breast Cancer Genes and a Novel High-Risk Breast Cancer Prediction Model Development Based on PPI Data and Support Vector Machines.
Ming Li, Yu Guo, Yuan-Ming Feng, Ning Zhang.
Front Genet, 2019 Apr 02; 10. PMID: 30930932    Free PMC article.
A Machine Learning Approach for Identifying Gene Biomarkers Guiding the Treatment of Breast Cancer.
Ashraf Abou Tabl, Abedalrhman Alkhateeb, +2 authors, Alioune Ngom.
Front Genet, 2019 Apr 12; 10. PMID: 30972106    Free PMC article.
Effect of segmentation from different diffusive metric maps on diffusion tensor imaging analysis of the cervical spinal cord.
Richu Jin, Yong Hu.
Quant Imaging Med Surg, 2019 Apr 13; 9(2). PMID: 30976553    Free PMC article.
Feature Selection in Predictive Modeling: A Systematic Study on Drug Response Heterogeneity for Type II Diabetic Patients.
Jingyuan Chou, James Flory, Fei Wang.
AMIA Jt Summits Transl Sci Proc, 2019 Jul 02; 2019. PMID: 31258982    Free PMC article.
iProEP: A Computational Predictor for Predicting Promoter.
Hong-Yan Lai, Zhao-Yue Zhang, +4 authors, Hao Lin.
Mol Ther Nucleic Acids, 2019 Jul 13; 17. PMID: 31299595    Free PMC article.
Highly Cited.
Cascaded Wx: A Novel Prognosis-Related Feature Selection Framework in Human Lung Adenocarcinoma Transcriptomes.
Bonggun Shin, Sungsoo Park, +6 authors, Keunsoo Kang.
Front Genet, 2019 Aug 06; 10. PMID: 31379926    Free PMC article.
Classification of Early and Late Mild Cognitive Impairment Using Functional Brain Network of Resting-State fMRI.
Tingting Zhang, Zanzan Zhao, +3 authors, Ling Li.
Front Psychiatry, 2019 Sep 27; 10. PMID: 31555157    Free PMC article.
Indication of Electromagnetic Field Exposure via RBF-SVM Using Time-Series Features of Zebrafish Locomotion.
Yaqing He, Kim Fung Tsang, Richard Yuen-Chong Kong, Yuk-Tak Chow.
Sensors (Basel), 2020 Aug 30; 20(17). PMID: 32858993    Free PMC article.
Predicting county-scale maize yields with publicly available data.
Zehui Jiang, Chao Liu, +2 authors, Soumik Sarkar.
Sci Rep, 2020 Sep 13; 10(1). PMID: 32917920    Free PMC article.
Deep learning based feature-level integration of multi-omics data for breast cancer patients survival analysis.
Li Tong, Jonathan Mitchel, Kevin Chatlin, May D Wang.
BMC Med Inform Decis Mak, 2020 Sep 17; 20(1). PMID: 32933515    Free PMC article.
Computationally identifying hot spots in protein-DNA binding interfaces using an ensemble approach.
Yuliang Pan, Shuigeng Zhou, Jihong Guan.
BMC Bioinformatics, 2020 Sep 18; 21(Suppl 13). PMID: 32938375    Free PMC article.
Prediction of hot spots in protein-DNA binding interfaces based on supervised isometric feature mapping and extreme gradient boosting.
Ke Li, Sijia Zhang, +2 authors, Junfeng Xia.
BMC Bioinformatics, 2020 Sep 18; 21(Suppl 13). PMID: 32938395    Free PMC article.
Iterative sure independent ranking and screening for drug response prediction.
Biao An, Qianwen Zhang, +2 authors, Yufang Qin.
BMC Med Inform Decis Mak, 2020 Sep 24; 20(Suppl 8). PMID: 32962705    Free PMC article.
Establishing high-accuracy biomarkers for colorectal cancer by comparing fecal microbiomes in patients with healthy families.
Jian Yang, Dongfang Li, +21 authors, Peiwu Yu.
Gut Microbes, 2020 Jan 24; 11(4). PMID: 31971861    Free PMC article.
Comparison of patient stratification by computed tomography radiomics and hypoxia positron emission tomography in head-and-neck cancer radiotherapy.
Jairo A Socarrás Fernández, David Mönnich, +10 authors, Daniela Thorwarth.
Phys Imaging Radiat Oncol, 2020 Oct 13; 15. PMID: 33043157    Free PMC article.
An Efficient Content-Based Image Retrieval System for the Diagnosis of Lung Diseases.
Muhammad Kashif, Gulistan Raja, Furqan Shaukat.
J Digit Imaging, 2020 May 14; 33(4). PMID: 32399717    Free PMC article.
Computational Identification of Lysine Glutarylation Sites Using Positive-Unlabeled Learning.
Zhe Ju, Shi-Yun Wang.
Curr Genomics, 2020 Oct 20; 21(3). PMID: 33071614    Free PMC article.
Machine learning-based prediction of microsatellite instability and high tumor mutation burden from contrast-enhanced computed tomography in endometrial cancers.
Harini Veeraraghavan, Claire F Friedman, +19 authors, Yulia Lakhman.
Sci Rep, 2020 Oct 22; 10(1). PMID: 33082371    Free PMC article.
Automatic construction of molecular similarity networks for visual graph mining in chemical space of bioactive peptides: an unsupervised learning approach.
Longendri Aguilera-Mendoza, Yovani Marrero-Ponce, +4 authors, Carlos A Brizuela.
Sci Rep, 2020 Oct 24; 10(1). PMID: 33093586    Free PMC article.
Deep Learning Predicts Overall Survival of Patients With Unresectable Hepatocellular Carcinoma Treated by Transarterial Chemoembolization Plus Sorafenib.
Lei Zhang, Wei Xia, +16 authors, Cai-Fang Ni.
Front Oncol, 2020 Oct 27; 10. PMID: 33102242    Free PMC article.
On the Logical Design of a Prototypical Data Lake System for Biological Resources.
Haoyang Che, Yucong Duan.
Front Bioeng Biotechnol, 2020 Oct 30; 8. PMID: 33117777    Free PMC article.
Computational Prediction of Protein Arginine Methylation Based on Composition-Transition-Distribution Features.
Ruiyan Hou, Jin Wu, +2 authors, Yi-Jun Wu.
ACS Omega, 2020 Nov 03; 5(42). PMID: 33134710    Free PMC article.
Radiogenomics of lung cancer.
Chi Wah Wong, Ammar Chaudhry.
J Thorac Dis, 2020 Nov 05; 12(9). PMID: 33145087    Free PMC article.
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Automated and optimally FRET-assisted structural modeling.
Mykola Dimura, Thomas-Otavio Peulen, +5 authors, Holger Gohlke.
Nat Commun, 2020 Oct 28; 11(1). PMID: 33106483    Free PMC article.
Early Diagnosis of Pancreatic Ductal Adenocarcinoma by Combining Relative Expression Orderings With Machine-Learning Method.
Zi-Mei Zhang, Jia-Shu Wang, +3 authors, Hao Lin.
Front Cell Dev Biol, 2020 Nov 13; 8. PMID: 33178697    Free PMC article.
Using Minimal-Redundant and Maximal-Relevant Whole-Brain Functional Connectivity to Classify Bipolar Disorder.
Yen-Ling Chen, Pei-Chi Tu, +4 authors, Yu-Te Wu.
Front Neurosci, 2020 Nov 17; 14. PMID: 33192250    Free PMC article.
Early and accurate detection and diagnosis of heart disease using intelligent computational model.
Yar Muhammad, Muhammad Tahir, Maqsood Hayat, Kil To Chong.
Sci Rep, 2020 Nov 14; 10(1). PMID: 33184369    Free PMC article.
The value of MR-based radiomics in identifying residual disease in patients with carcinoma in situ after cervical conization.
Mengfan Song, Jing Lin, +2 authors, Zhaoxia Qian.
Sci Rep, 2020 Nov 18; 10(1). PMID: 33199785    Free PMC article.
MRI-based radiomics analysis to predict preoperative lymph node metastasis in papillary thyroid carcinoma.
Wenjuan Hu, Hao Wang, +6 authors, Bin Song.
Gland Surg, 2020 Nov 24; 9(5). PMID: 33224796    Free PMC article.
The Methylation Pattern for Knee and Hip Osteoarthritis.
Zhen Wu, Lu Shou, +2 authors, Xinwei Xu.
Front Cell Dev Biol, 2020 Nov 27; 8. PMID: 33240895    Free PMC article.
Classification of Manifest Huntington Disease using Vowel Distortion Measures.
Amrit Romana, John Bandon, +2 authors, Emily Mower Provost.
Interspeech, 2020 Nov 28; 2020. PMID: 33244474    Free PMC article.
Predicting delayed cerebral ischemia after subarachnoid hemorrhage using physiological time series data.
Soojin Park, Murad Megjhani, +10 authors, Noemie Elhadad.
J Clin Monit Comput, 2018 Mar 21; 33(1). PMID: 29556884    Free PMC article.
A knowledge discovery methodology from EEG data for cyclic alternating pattern detection.
Fátima Machado, Francisco Sales, +2 authors, C A Teixeira.
Biomed Eng Online, 2018 Dec 20; 17(1). PMID: 30563526    Free PMC article.
Identification of pre-microRNAs by characterizing their sequence order evolution information and secondary structure graphs.
Yuanlin Ma, Zuguo Yu, +2 authors, Vo Anh.
BMC Bioinformatics, 2019 Jan 02; 19(Suppl 19). PMID: 30598066    Free PMC article.
Noninvasive molecular diagnosis of craniopharyngioma with MRI-based radiomics approach.
Xi Chen, Yusheng Tong, +5 authors, Jinhua Yu.
BMC Neurol, 2019 Jan 09; 19(1). PMID: 30616515    Free PMC article.
Color clustering segmentation framework for image analysis of malignant lymphoid cells in peripheral blood.
Santiago Alférez, Anna Merino, +2 authors, José Rodellar.
Med Biol Eng Comput, 2019 Feb 08; 57(6). PMID: 30730028
Stratification of Breast Cancer by Integrating Gene Expression Data and Clinical Variables.
Zongzhen He, Junying Zhang, +3 authors, Yuanyuan Zhang.
Molecules, 2019 Feb 14; 24(3). PMID: 30754661    Free PMC article.
Fusion of Motif- and Spectrum-Related Features for Improved EEG-Based Emotion Recognition.
Abhishek Tiwari, Tiago H Falk.
Comput Intell Neurosci, 2019 Feb 26; 2019. PMID: 30800157    Free PMC article.
Positive-unlabelled learning of glycosylation sites in the human proteome.
Fuyi Li, Yang Zhang, +5 authors, Jiangning Song.
BMC Bioinformatics, 2019 Mar 08; 20(1). PMID: 30841845    Free PMC article.
Highly Cited.
Monitoring Pilot's Mental Workload Using ERPs and Spectral Power with a Six-Dry-Electrode EEG System in Real Flight Conditions.
Frédéric Dehais, Alban Duprès, +4 authors, Fabien Lotte.
Sensors (Basel), 2019 Mar 20; 19(6). PMID: 30884825    Free PMC article.
Gene regulatory networks on transfer entropy (GRNTE): a novel approach to reconstruct gene regulatory interactions applied to a case study for the plant pathogen Phytophthora infestans.
Juan Camilo Castro, Ivan Valdés, +6 authors, Diego Mauricio Riaño-Pachón.
Theor Biol Med Model, 2019 Apr 10; 16(1). PMID: 30961611    Free PMC article.
mACPpred: A Support Vector Machine-Based Meta-Predictor for Identification of Anticancer Peptides.
Vinothini Boopathi, Sathiyamoorthy Subramaniyam, +3 authors, Deok-Chun Yang.
Int J Mol Sci, 2019 Apr 25; 20(8). PMID: 31013619    Free PMC article.
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Virtual Sensors for Optimal Integration of Human Activity Data.
Antonio A Aguileta, Ramon F Brena, +2 authors, Luis A Trejo.
Sensors (Basel), 2019 May 01; 19(9). PMID: 31035731    Free PMC article.
Exploring the Potential of Spherical Harmonics and PCVM for Compounds Activity Prediction.
Magdalena Wiercioch.
Int J Mol Sci, 2019 May 06; 20(9). PMID: 31052500    Free PMC article.
Analysis and prediction of human acetylation using a cascade classifier based on support vector machine.
Qiao Ning, Miao Yu, +2 authors, Xiaowei Zhao.
BMC Bioinformatics, 2019 Jun 19; 20(1). PMID: 31208321    Free PMC article.
Data-Driven Automated Cardiac Health Management with Robust Edge Analytics and De-Risking.
Arijit Ukil, Antonio J Jara, Leandro Marin.
Sensors (Basel), 2019 Jun 21; 19(12). PMID: 31216659    Free PMC article.
Higher Order Feature Extraction and Selection for Robust Human Gesture Recognition using CSI of COTS Wi-Fi Devices.
Hasmath Farhana Thariq Ahmed, Hafisoh Ahmad, +3 authors, Kulasekharan Narasingamurthi.
Sensors (Basel), 2019 Jul 07; 19(13). PMID: 31277492    Free PMC article.
Direct Cellularity Estimation on Breast Cancer Histopathology Images Using Transfer Learning.
Ziang Pei, Shuangliang Cao, Lijun Lu, Wufan Chen.
Comput Math Methods Med, 2019 Jul 10; 2019. PMID: 31281408    Free PMC article.
Analysis of Protein-Protein Functional Associations by Using Gene Ontology and KEGG Pathway.
Fei Yuan, Xiaoyong Pan, +3 authors, Yu-Dong Cai.
Biomed Res Int, 2019 Aug 10; 2019. PMID: 31396531    Free PMC article.
Multi-Sensor Fusion for Activity Recognition-A Survey.
Antonio A Aguileta, Ramon F Brena, +2 authors, Luis A Trejo.
Sensors (Basel), 2019 Sep 06; 19(17). PMID: 31484423    Free PMC article.
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Mr2DNM: A Novel Mutual Information-Based Dendritic Neuron Model.
Xiaoxiao Qian, Yirui Wang, +2 authors, Shangce Gao.
Comput Intell Neurosci, 2019 Sep 06; 2019. PMID: 31485216    Free PMC article.
Perceptually unidentifiable stimuli influence cortical processing and behavioral performance.
Sorin A Pojoga, Natasha Kharas, Valentin Dragoi.
Nat Commun, 2020 Dec 02; 11(1). PMID: 33257683    Free PMC article.
Feature Selection based on the Local Lift Dependence Scale.
Diego Marcondes, Adilson Simonis, Junior Barrera.
Entropy (Basel), 2018 Jan 30; 20(2). PMID: 33265188    Free PMC article.
Compression of a Deep Competitive Network Based on Mutual Information for Underwater Acoustic Targets Recognition.
Sheng Shen, Honghui Yang, Meiping Sheng.
Entropy (Basel), 2018 Apr 02; 20(4). PMID: 33265334    Free PMC article.
Large Deviations Properties of Maximum Entropy Markov Chains from Spike Trains.
Rodrigo Cofré, Cesar Maldonado, Fernando Rosas.
Entropy (Basel), 2018 Aug 03; 20(8). PMID: 33265662    Free PMC article.
Application of Mutual Information-Sample Entropy Based MED-ICEEMDAN De-Noising Scheme for Weak Fault Diagnosis of Hoist Bearing.
Fen Yang, Ziming Kou, Juan Wu, Tengyu Li.
Entropy (Basel), 2018 Sep 04; 20(9). PMID: 33265756    Free PMC article.
Breast Tumor Classification in Ultrasound Images Using Combined Deep and Handcrafted Features.
Mohammad I Daoud, Samir Abdel-Rahman, +3 authors, Rami Alazrai.
Sensors (Basel), 2020 Dec 04; 20(23). PMID: 33265900    Free PMC article.
A Multi-Objective Approach for Anti-Osteosarcoma Cancer Agents Discovery through Drug Repurposing.
Alejandro Cabrera-Andrade, Andrés López-Cortés, +5 authors, Eduardo Tejera.
Pharmaceuticals (Basel), 2020 Dec 04; 13(11). PMID: 33266378    Free PMC article.
Efficient Heuristics for Structure Learning of k-Dependence Bayesian Classifier.
Yang Liu, Limin Wang, Minghui Sun.
Entropy (Basel), 2018 Nov 22; 20(12). PMID: 33266621    Free PMC article.
KStable: A Computational Method for Predicting Protein Thermal Stability Changes by K-Star with Regular-mRMR Feature Selection.
Chi-Wei Chen, Kai-Po Chang, +2 authors, Yen-Wei Chu.
Entropy (Basel), 2018 Dec 19; 20(12). PMID: 33266711    Free PMC article.
Simple Stopping Criteria for Information Theoretic Feature Selection.
Shujian Yu, José C Príncipe.
Entropy (Basel), 2019 Jan 21; 21(1). PMID: 33266815    Free PMC article.
Feature Extraction of Ship-Radiated Noise Based on Regenerated Phase-Shifted Sinusoid-Assisted EMD, Mutual Information, and Differential Symbolic Entropy.
Guohui Li, Zhichao Yang, Hong Yang.
Entropy (Basel), 2019 Feb 14; 21(2). PMID: 33266892    Free PMC article.
Fault Diagnosis Method for Rolling Bearings Based on Composite Multiscale Fluctuation Dispersion Entropy.
Xiong Gan, Hong Lu, Guangyou Yang.
Entropy (Basel), 2019 Mar 18; 21(3). PMID: 33267005    Free PMC article.
A Comprehensive Fault Diagnosis Method for Rolling Bearings Based on Refined Composite Multiscale Dispersion Entropy and Fast Ensemble Empirical Mode Decomposition.
Weibo Zhang, Jianzhong Zhou.
Entropy (Basel), 2019 Jul 11; 21(7). PMID: 33267394    Free PMC article.
Geometric Estimation of Multivariate Dependency.
Salimeh Yasaei Sekeh, Alfred O Hero.
Entropy (Basel), 2019 Aug 12; 21(8). PMID: 33267500    Free PMC article.
Identification of miRNA Biomarkers for Diverse Cancer Types Using Statistical Learning Methods at the Whole-Genome Scale.
Jnanendra Prasad Sarkar, Indrajit Saha, +6 authors, Dariusz Plewczynski.
Front Genet, 2020 Dec 08; 11. PMID: 33281862    Free PMC article.
A Two-Stage Mutual Information Based Bayesian Lasso Algorithm for Multi-Locus Genome-Wide Association Studies.
Hongping Guo, Zuguo Yu, +3 authors, Runbin Tang.
Entropy (Basel), 2020 Dec 09; 22(3). PMID: 33286103    Free PMC article.
A Novel Microwave Treatment for Sleep Disorders and Classification of Sleep Stages Using Multi-Scale Entropy.
Daoshuang Geng, Daoguo Yang, Miao Cai, Lixia Zheng.
Entropy (Basel), 2020 Dec 09; 22(3). PMID: 33286121    Free PMC article.
An Efficient, Parallelized Algorithm for Optimal Conditional Entropy-Based Feature Selection.
Gustavo Estrela, Marco Dimas Gubitoso, +2 authors, Marcelo S Reis.
Entropy (Basel), 2020 Dec 09; 22(4). PMID: 33286261    Free PMC article.
Ensemble Fuzzy Feature Selection Based on Relevancy, Redundancy, and Dependency Criteria.
Omar A M Salem, Feng Liu, Yi-Ping Phoebe Chen, Xi Chen.
Entropy (Basel), 2020 Dec 09; 22(7). PMID: 33286530    Free PMC article.
Multi-Label Feature Selection Based on High-Order Label Correlation Assumption.
Ping Zhang, Wanfu Gao, Juncheng Hu, Yonghao Li.
Entropy (Basel), 2020 Dec 09; 22(7). PMID: 33286568    Free PMC article.
Analysis of Information-Based Nonparametric Variable Selection Criteria.
Małgorzata Łazęcka, Jan Mielniczuk.
Entropy (Basel), 2020 Dec 09; 22(9). PMID: 33286743    Free PMC article.
Composition Classification of Ultra-High Energy Cosmic Rays.
Luis Javier Herrera, Carlos José Todero Peixoto, +3 authors, Alberto Guillén.
Entropy (Basel), 2020 Dec 09; 22(9). PMID: 33286767    Free PMC article.
A statistically motivated framework for simulation of stochastic data fusion models applied to multimodal neuroimaging.
Rogers F Silva, Sergey M Plis, Tülay Adalı, Vince D Calhoun.
Neuroimage, 2014 Apr 22; 102 Pt 1. PMID: 24747087    Free PMC article.
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Binary Political Optimizer for Feature Selection Using Gene Expression Data.
Ghaith Manita, Ouajdi Korbaa.
Comput Intell Neurosci, 2020 Dec 15; 2020. PMID: 33312193    Free PMC article.
Identifying Robust Microbiota Signatures and Interpretable Rules to Distinguish Cancer Subtypes.
Lei Chen, Zhandong Li, +5 authors, Yu-Dong Cai.
Front Mol Biosci, 2020 Dec 18; 7. PMID: 33330634    Free PMC article.
Predicting Long non-coding RNAs through feature ensemble learning.
Yanzhen Xu, Xiaohan Zhao, Shuai Liu, Wen Zhang.
BMC Genomics, 2020 Dec 19; 21(Suppl 13). PMID: 33334320    Free PMC article.
Integrative approach for detecting membrane proteins.
Munira Alballa, Gregory Butler.
BMC Bioinformatics, 2020 Dec 23; 21(Suppl 19). PMID: 33349234    Free PMC article.
Mal-Light: Enhancing Lysine Malonylation Sites Prediction Problem Using Evolutionary-based Features.
Wakil Ahmad, Easin Arafat, +4 authors, Swakkhar Shatabda.
IEEE Access, 2020 Dec 24; 8. PMID: 33354488    Free PMC article.
Identifying Discriminative Biological Function Features and Rules for Cancer-Related Long Non-coding RNAs.
Liucun Zhu, Xin Yang, Rui Zhu, Lei Yu.
Front Genet, 2021 Jan 05; 11. PMID: 33391350    Free PMC article.
A novel imaging based Nomogram for predicting post-surgical biochemical recurrence and adverse pathology of prostate cancer from pre-operative bi-parametric MRI.
Lin Li, Rakesh Shiradkar, +17 authors, Anant Madabhushi.
EBioMedicine, 2020 Dec 16; 63. PMID: 33321450    Free PMC article.
Neural activity modulations and motor recovery following brain-exoskeleton interface mediated stroke rehabilitation.
Nikunj A Bhagat, Nuray Yozbatiran, +8 authors, Jose L Contreras-Vidal.
Neuroimage Clin, 2021 Jan 06; 28. PMID: 33395991    Free PMC article.
Discriminative Label Relaxed Regression with Adaptive Graph Learning.
Jingjing Wang, Zhonghua Liu, Wenpeng Lu, Kaibing Zhang.
Comput Intell Neurosci, 2021 Jan 09; 2020. PMID: 33414821    Free PMC article.
Evaluation of a multiparametric MRI radiomic-based approach for stratification of equivocal PI-RADS 3 and upgraded PI-RADS 4 prostatic lesions.
Valentina Brancato, Marco Aiello, +6 authors, Carlo Cavaliere.
Sci Rep, 2021 Jan 14; 11(1). PMID: 33436929    Free PMC article.
Biochemical recurrence prediction after radiotherapy for prostate cancer with T2w magnetic resonance imaging radiomic features.
Catarina Dinis Fernandes, Cuong V Dinh, +8 authors, Uulke A van der Heide.
Phys Imaging Radiat Oncol, 2018 Aug 06; 7. PMID: 33458399    Free PMC article.
Elbow Motion Trajectory Prediction Using a Multi-Modal Wearable System: A Comparative Analysis of Machine Learning Techniques.
Kieran Little, Bobby K Pappachan, +3 authors, Dino Accoto.
Sensors (Basel), 2021 Jan 16; 21(2). PMID: 33445601    Free PMC article.
A Maximum-Information-Minimum-Redundancy-Based Feature Fusion Framework for Ship Classification in Moderate-Resolution SAR Image.
Gaoyu Zhou, Gong Zhang, Biao Xue.
Sensors (Basel), 2021 Jan 17; 21(2). PMID: 33450913    Free PMC article.
Remote Assessment of Parkinson's Disease Symptom Severity Using the Simulated Cellular Mobile Telephone Network.
Athanasios Tsanas, Max A Little, Lorraine O Ramig.
IEEE Access, 2021 Jan 27; 9. PMID: 33495722    Free PMC article.
Machine learning approaches and databases for prediction of drug-target interaction: a survey paper.
Maryam Bagherian, Elyas Sabeti, +3 authors, Kayvan Najarian.
Brief Bioinform, 2020 Jan 18; 22(1). PMID: 31950972    Free PMC article.
CT texture analysis for prediction of EGFR mutational status and ALK rearrangement in patients with non-small cell lung cancer.
Giorgio Maria Agazzi, Marco Ravanelli, +7 authors, Davide Farina.
Radiol Med, 2021 Jan 30;. PMID: 33512651
Multi-Feature Input Deep Forest for EEG-Based Emotion Recognition.
Yinfeng Fang, Haiyang Yang, +2 authors, Bo Tao.
Front Neurorobot, 2021 Jan 29; 14. PMID: 33505263    Free PMC article.
Identifying Transcriptomic Signatures and Rules for SARS-CoV-2 Infection.
Yu-Hang Zhang, Hao Li, +4 authors, Yu-Dong Cai.
Front Cell Dev Biol, 2021 Jan 29; 8. PMID: 33505977    Free PMC article.
An Open Source Classifier for Bed Mattress Signal in Infant Sleep Monitoring.
Jukka Ranta, Manu Airaksinen, +2 authors, Nathan J Stevenson.
Front Neurosci, 2021 Feb 02; 14. PMID: 33519357    Free PMC article.
Prediction of local recurrence and distant metastasis using radiomics analysis of pretreatment nasopharyngeal [18F]FDG PET/CT images.
Lihong Peng, Xiaotong Hong, +3 authors, Wufan Chen.
Ann Nucl Med, 2021 Feb 06; 35(4). PMID: 33543393
Feature-driven local cell graph (FLocK): New computational pathology-based descriptors for prognosis of lung cancer and HPV status of oropharyngeal cancers.
Cheng Lu, Can Koyuncu, +8 authors, Anant Madabhushi.
Med Image Anal, 2020 Dec 23; 68. PMID: 33352373    Free PMC article.
Multimodal deep learning models for early detection of Alzheimer's disease stage.
Janani Venugopalan, Li Tong, Hamid Reza Hassanzadeh, May D Wang.
Sci Rep, 2021 Feb 07; 11(1). PMID: 33547343    Free PMC article.
Exploration of Human Activity Recognition Using a Single Sensor for Stroke Survivors and Able-Bodied People.
Long Meng, Anjing Zhang, +10 authors, Wei Chen.
Sensors (Basel), 2021 Feb 04; 21(3). PMID: 33530295    Free PMC article.
Fusion of Deep Convolution and Shallow Features to Recognize the Severity of Wheat Fusarium Head Blight.
Chunyan Gu, Daoyong Wang, +3 authors, Dong Liang.
Front Plant Sci, 2021 Feb 09; 11. PMID: 33552097    Free PMC article.
A novel gene selection method for gene expression data for the task of cancer type classification.
N Özlem Özcan ŞİmŞek, Arzucan ÖzgÜr, Fikret GÜrgen.
Biol Direct, 2021 Feb 10; 16(1). PMID: 33557857    Free PMC article.
A Six-lncRNA Signature for Immunophenotype Prediction of Glioblastoma Multiforme.
Ming Gao, Xinzhuang Wang, +9 authors, Shiguang Zhao.
Front Genet, 2021 Feb 16; 11. PMID: 33584801    Free PMC article.
Identification of Gene Signatures and Expression Patterns During Epithelial-to-Mesenchymal Transition From Single-Cell Expression Atlas.
Xiangtian Yu, XiaoYong Pan, +5 authors, Yu-Dong Cai.
Front Genet, 2021 Feb 16; 11. PMID: 33584803    Free PMC article.
Identification of Protein Subcellular Localization With Network and Functional Embeddings.
Xiaoyong Pan, Hao Li, +4 authors, Yu-Dong Cai.
Front Genet, 2021 Feb 16; 11. PMID: 33584818    Free PMC article.
Dimensionality reduction using singular vectors.
Majid Afshar, Hamid Usefi.
Sci Rep, 2021 Feb 17; 11(1). PMID: 33589703    Free PMC article.
Improved cancer biomarkers identification using network-constrained infinite latent feature selection.
Lihua Cai, Honglong Wu, Ke Zhou.
PLoS One, 2021 Feb 12; 16(2). PMID: 33571282    Free PMC article.
Comparison of Radiomic Models Based on Low-Dose and Standard-Dose CT for Prediction of Adenocarcinomas and Benign Lesions in Solid Pulmonary Nodules.
Jieke Liu, Hao Xu, +5 authors, Peng Zhou.
Front Oncol, 2021 Feb 20; 10. PMID: 33604303    Free PMC article.
Statistical Approach for Biologically Relevant Gene Selection from High-Throughput Gene Expression Data.
Samarendra Das, Shesh N Rai.
Entropy (Basel), 2020 Dec 09; 22(11). PMID: 33286973    Free PMC article.
A Comparative Analysis of Machine Learning Techniques for Muon Count in UHECR Extensive Air-Showers.
Alberto Guillén, José Martínez, Juan Miguel Carceller, Luis Javier Herrera.
Entropy (Basel), 2020 Dec 09; 22(11). PMID: 33286984    Free PMC article.
Recent Advances in Predicting Protein S-Nitrosylation Sites.
Qian Zhao, Jiaqi Ma, +7 authors, Ke Han.
Biomed Res Int, 2021 Feb 26; 2021. PMID: 33628788    Free PMC article.
Review.
Inferring novel genes related to oral cancer with a network embedding method and one-class learning algorithms.
Lei Chen, Yu-Hang Zhang, +3 authors, Yu-Dong Cai.
Gene Ther, 2019 Aug 29; 26(12). PMID: 31455874
On the Use of Machine Learning Models for Prediction of Compressive Strength of Concrete: Influence of Dimensionality Reduction on the Model Performance.
Zhi Wan, Yading Xu, Branko Šavija.
Materials (Basel), 2021 Feb 07; 14(4). PMID: 33546376    Free PMC article.
Applying a random projection algorithm to optimize machine learning model for predicting peritoneal metastasis in gastric cancer patients using CT images.
Seyedehnafiseh Mirniaharikandehei, Morteza Heidari, +2 authors, Bin Zheng.
Comput Methods Programs Biomed, 2021 Jan 25; 200. PMID: 33486339    Free PMC article.
"Automatic Ingestion Monitor Version 2" - A Novel Wearable Device for Automatic Food Intake Detection and Passive Capture of Food Images.
Abul Doulah, Tonmoy Ghosh, +2 authors, Edward Sazonov.
IEEE J Biomed Health Inform, 2020 Aug 06; 25(2). PMID: 32750904    Free PMC article.
Machine learning-based prognostic modeling using clinical data and quantitative radiomic features from chest CT images in COVID-19 patients.
Isaac Shiri, Majid Sorouri, +13 authors, Habib Zaidi.
Comput Biol Med, 2021 Mar 11; 132. PMID: 33691201    Free PMC article.
Multi-modal magnetic resonance imaging-based grading analysis for gliomas by integrating radiomics and deep features.
Zhenyuan Ning, Jiaxiu Luo, +5 authors, Yu Zhang.
Ann Transl Med, 2021 Mar 13; 9(4). PMID: 33708925    Free PMC article.
MRI-Based Radiomics: Nomograms predicting the short-term response after transcatheter arterial chemoembolization (TACE) in hepatocellular carcinoma patients with diameter less than 5 cm.
Yani Kuang, Renzhan Li, +7 authors, Wenbin Ji.
Abdom Radiol (NY), 2021 Mar 14;. PMID: 33713159
Design and Optimization of ECG Modeling for Generating Different Cardiac Dysrhythmias.
Md Abdul Awal, Sheikh Shanawaz Mostafa, +4 authors, M A Parvez Mahmud.
Sensors (Basel), 2021 Mar 04; 21(5). PMID: 33652721    Free PMC article.
A Proxy for Detecting IUGR Based on Gestational Age Estimation in a Guatemalan Rural Population.
Camilo E Valderrama, Faezeh Marzbanrad, +2 authors, Gari D Clifford.
Front Artif Intell, 2021 Mar 19; 3. PMID: 33733173    Free PMC article.
Meta-analysis of fecal metagenomes reveals global microbial signatures that are specific for colorectal cancer.
Jakob Wirbel, Paul Theodor Pyl, +32 authors, Georg Zeller.
Nat Med, 2019 Apr 03; 25(4). PMID: 30936547    Free PMC article.
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Front Oncol, 2021 Mar 23; 11. PMID: 33747933    Free PMC article.
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Front Genet, 2021 Mar 27; 12. PMID: 33767734    Free PMC article.
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Sensors (Basel), 2021 Apr 04; 21(5). PMID: 33806409    Free PMC article.
Feature Selection Using Enhanced Particle Swarm Optimisation for Classification Models.
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Sensors (Basel), 2021 Apr 04; 21(5). PMID: 33807806    Free PMC article.
Multivariate radiomics models based on 18F-FDG hybrid PET/MRI for distinguishing between Parkinson's disease and multiple system atrophy.
Xuehan Hu, Xun Sun, +5 authors, Xiaoli Lan.
Eur J Nucl Med Mol Imaging, 2021 Apr 09;. PMID: 33829415
Improving the Prediction of Benign or Malignant Breast Masses Using a Combination of Image Biomarkers and Clinical Parameters.
Yanhua Cui, Yun Li, +3 authors, Jian Zhu.
Front Oncol, 2021 Apr 09; 11. PMID: 33828982    Free PMC article.
Computerized spermatogenesis staging (CSS) of mouse testis sections via quantitative histomorphological analysis.
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Med Image Anal, 2021 Mar 07; 70. PMID: 33676102    Free PMC article.
Adaptive Filtering for Improved EEG-Based Mental Workload Assessment of Ambulant Users.
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