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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:31/0 | TC[WOS]:1 TC[Scopus]:1 | 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:30/0 | TC[WOS]:28 TC[Scopus]:42 | 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:30/0 | TC[WOS]:13 TC[Scopus]:31 | 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.
Favorite | View/Download:26/0 | TC[WOS]:4 TC[Scopus]:10 | Submit date:2018/10/30
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:24/0 | TC[WOS]:8 TC[Scopus]:13 | Submit date:2018/10/30
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:17/0 | TC[WOS]:16 TC[Scopus]:24 | Submit date:2018/10/30
Imbalanced Biological Data  Medical Classification  Parameter Optimization  Swarm Algorithm  
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:17/0 | TC[WOS]:8 TC[Scopus]:10 | Submit date:2019/02/13
Ant Colony Optimization  Global Memory Structure  Metaheuristics  Particle Swarm Optimization  Wolf Search 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
Favorite | View/Download:8/0 | TC[WOS]:20 TC[Scopus]:25 | Submit date:2019/02/13
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:13/0 | TC[WOS]:7 TC[Scopus]:9 | Submit date:2019/02/13
Decision Tree  Imbalanced Healthcare Dataset  Incremental Swarm Optimization  Swarm Intelligence Algorithm  
Optimizing SMOTE by Metaheuristics with Neural Network and Decision Tree Conference paper
Proceedings - 2015 3rd International Symposium on Computational and Business Intelligence, ISCBI 2015, Bali, Indonesia, 7-9 Dec. 2015
Authors:  Jinyan Li;  Simon Fong;  Yan Zhuang
Favorite | View/Download:16/0 | TC[WOS]:6 TC[Scopus]:17 | Submit date:2019/02/13
Parameter Selection Optimization  Smote  Swarm Intelligence