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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  
AmPEP: Sequence-based prediction of antimicrobial peptides using distribution patterns of amino acid properties and random forest Journal article
SCIENTIFIC REPORTS, 2018,Volume: 8
Authors:  Bhadra, Pratiti;  Yan, Jielu;  Li, Jinyan;  Fong, Simon;  Siu, Shirley W. I.
Favorite  |  View/Download：11/0  |  Submit date：2018/10/30
Adaptive multi-objective swarm fusion for imbalanced data classification Journal article
INFORMATION FUSION, 2018,Volume: 39,Page: 1-24
Authors:  li, Jinyan;  Fong, Simon;  Wong, Raymond K.;  Chu, Victor W.
Favorite  |  View/Download：10/0  |  Submit date：2018/10/30
Swarm fusion  Swarm intelligence algorithm  Multi-objective  Crossover rebalancing  Imbalanced data classification  
Adaptive Swarm Balancing Algorithms for rare-event prediction in imbalanced healthcare data Journal article
PLOS ONE, 2017,Volume: 12,Issue: 7
Authors:  Li, Jinyan;  Liu, Lian-Sheng;  Fong, Simon;  Wong, Raymond K.;  Mohammed, Sabah;  Fiaidhi, Jinan;  Sung, Yunsick;  Wong, Kelvin K. L.
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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
Eidetic Wolf Search Algorithm with a global memory structure Journal article
European Journal of Operational Research, 2016,Volume: 254,Issue: 1,Page: 19-28
Authors:  Simon Fong;  Suash Deb;  Thomas Hanne;  Jinyan (Leo) Li
Favorite  |  View/Download：3/0  |  Submit date：2019/02/13
Ant Colony Optimization  Global Memory Structure  Metaheuristics  Particle Swarm Optimization  Wolf Search Algorithm  
Improving the classification performance of biological imbalanced datasets by swarm optimization algorithms Journal article
Journal of Supercomputing, 2016,Volume: 72,Issue: 10,Page: 3708–3728
Authors:  Jinyan Li;  Simon Fong;  Sabah Mohammed;  Jinan Fiaidhi
Favorite  |  View/Download：5/0  |  Submit date：2018/10/30
Imbalanced Biological Data  Medical Classification  Parameter Optimization  Swarm Algorithm  
Hierarchical classification in text mining for sentiment analysis of online news Journal article
Soft Computing, 2016,Volume: 20,Issue: 9,Page: 3411-3420
Authors:  Jinyan Li;  Simon Fong;  Yan Zhuang;  Richard Khoury
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Classification  Sentiment Analysis  Text Mining  
Solving the Under-Fitting Problem for Decision Tree Algorithms by Incremental Swarm Optimization in Rare-Event Healthcare Classification Journal article
Journal of Medical Imaging and Health Informatics, 2016,Volume: 6,Issue: 4,Page: 1102-1110
Authors:  Li, Jinyan;  Fong, Simon;  Mohammed, Sabah;  Fiaidhi, Jinan;  Chen, Qian;  Tan, Zhen
Favorite  |  View/Download：4/0  |  Submit date：2019/02/13
Decision Tree  Imbalanced Healthcare Dataset  Incremental Swarm Optimization  Swarm Intelligence Algorithm  
Feature Selection in Life Science Classifi cation: Metaheuristic Swarm Search Journal article
IT Professional, 2014,Volume: 16,Issue: 4,Page: 24-29
Authors:  Fong, Simon;  Deb, Suash;  Yang, Xin-She;  Li, Jinyan
Favorite  |  View/Download：4/0  |  Submit date：2018/11/06