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Sparse bayesian kernel multinomial probit regression model for high-dimensional data classification Journal article
Communications in Statistics - Theory and Methods, 2019,Volume: 48,Issue: 1,Page: 165-176
Authors:  Aijun Yang;  Xuejun Jiang;  Lianjie Shu;  Pengfei Liu
Favorite  |  View/Download:3/0  |  Submit date:2019/08/01
Correlation Prior  High-dimensional Data Classification  Multicategory Support Vector Machine  Sparse Bayesian Method  
Postboosting Using Extended G-Mean for Online Sequential Multiclass Imbalance Learning Journal article
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018,Volume: 29,Issue: 12,Page: 6163-6177
Authors:  Vong, Chi-Man;  Du, Jie;  Wong, Chi-Man;  Cao, Jiu-Wen
Favorite  |  View/Download:7/0  |  Submit date:2019/01/17
Dynamic changing distribution  extreme learning machine  imbalance class distribution  multiclass imbalance learning  online sequential learning  
Computer-assisted non-invasive diabetes mellitus detection system via facial key block analysis Conference paper
International Conference on Wavelet Analysis and Pattern Recognition
Authors:  Shu T.;  Zhang B.;  Tang Y.-Y.
Favorite  |  View/Download:4/0  |  Submit date:2019/02/11
Diabetes mellitus  Disease detection system  Facial key block analysis  Local binary pattern  Support vector machines  
A suite of swarm dynamic multi-objective algorithms for rebalancing extremely imbalanced datasets Journal article
APPLIED SOFT COMPUTING, 2018,Volume: 69,Page: 784-805
Authors:  Li, Jinyan;  Fong, Simon;  Wong, Raymond K.;  Mohammed, Sabah;  Fiaidhi, Jinan;  Sung, Yunsick
Favorite  |  View/Download:12/0  |  Submit date:2018/10/30
Swarm intelligence algorithms  Dynamic multi-objective  Big highly imbalanced dataset  Binary classification  Rebalancing algorithm  
Computer-Aided Formulation Design for a Highly Soluble Lutein-Cyclodextrin Multiple-Component Delivery System Journal article
MOLECULAR PHARMACEUTICS, 2018,Volume: 15,Issue: 4,Page: 1664-1673
Authors:  Zhao, Qianqian;  Miriyala, Nikhila;  Su, Yan;  Chen, Weijie;  Gao, Xuejiao;  Shao, Ling;  Yan, Ru;  Li, Haifeng;  Yao, Xiaojun;  Cao, Dongsheng;  Wang, Yitao;  Ouyang, Defang
View  |  Adobe PDF(4697Kb)  |  Favorite  |  View/Download:201/23  |  Submit date:2018/10/30
Lutein  Cyclodextrin  Multiple-component System  Molecular Dynamics Simulation  Bioavailability  Computer-aided Formulation Design  
Adaptive Hybrid Feature Selection-Based Classifier Ensemble for Epileptic Seizure Classification Journal article
IEEE ACCESS, 2018,Volume: 6,Page: 29132-29145
Authors:  Alzami, Farrikh;  Tang, Juan;  Yu, Zhiwen;  Wu, Si;  Chen, C. L. Philip;  You, Jane;  Zhang, Jun
Favorite  |  View/Download:16/0  |  Submit date:2018/10/30
Epileptic seizure detection and classification  discrete wavelet transform  hybrid feature selection  classifier ensemble  bagging  rank aggregation  adaptive  genetic algorithm  optimization  machine learning  
Feature Selection Methods: Case of Filter and Wrapper Approaches for Maximising Classification Accuracy Journal article
Pertanika Journal of Science and Technology, 2018,Volume: 26,Issue: 1,Page: 329-340
Authors:  Yap Bee Wah;  Nurain Ibrahim;  Hamzah Abdul Hamid;  Shuzlina Abdul-Rahman;  Simon Fong
Favorite  |  View/Download:6/0  |  Submit date:2019/02/13
Feature Selection Methods  Filter Method  Logistic Regression  Simulation  Wrapper Method  
Post-boosting of classification boundary for imbalanced data using geometric mean Journal article
NEURAL NETWORKS, 2017,Volume: 96,Page: 101-114
Authors:  Du, Jie;  Vong, Chi-Man;  Pun, Chi-Man;  Wong, Pak-Kin;  Ip, Weng-Fai
Favorite  |  View/Download:29/0  |  Submit date:2018/10/30
Imbalance Learning  Boosting  Weighted Elm  Smote  
Elitist Binary Wolf Search Algorithm for Heuristic Feature Selection in High-Dimensional Bioinformatics Datasets Journal article
SCIENTIFIC REPORTS, 2017,Volume: 7
Authors:  Li, Jinyan;  Fong, Simon;  Wong, Raymond K.;  Millham, Richard;  Wong, Kelvin K. L.
Favorite  |  View/Download:10/0  |  Submit date:2018/10/30
Model free feature screening with dependent variable in ultrahigh dimensional binary classification Journal article
STATISTICS & PROBABILITY LETTERS, 2017,Volume: 125,Page: 141-148
Authors:  Lai, Peng;  Song, Fengli;  Chen, Kaiwen;  Liu, Zhi
Favorite  |  View/Download:10/0  |  Submit date:2018/10/30
Discriminant Analysis  Ultrahigh Dimensional Data  Feature Screening  Sure Screening Property  Ranking Consistency Property