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Dynamic swarm class rebalancing for the process mining of rare events Journal article
Journal of Supercomputing, 2021
Authors:  Li,Jinyan;  Wu,Yaoyang;  Fong,Simon;  Wong,Raymond K.;  Chu,Victor W.;  Ong,Kok leong;  Wong,Kelvin K.L.
Favorite |  | TC[WOS]:0 TC[Scopus]:0 | Submit date:2021/03/09
Class imbalance  Classification  Meta-heuristic  Over-sampling  Process mining  Under-sampling  
Dual feature selection and rebalancing strategy using metaheuristic optimization algorithms in X-ray image datasets Journal article
Multimedia Tools and Applications, 2019,Volume: 78,Issue: 15,Page: 20913-20933
Authors:  Li,Jinyan;  Fong,Simon;  Liu,Lian sheng;  Dey,Nilanjan;  Ashour,Amira S.;  Moraru,Luminița
Favorite |  | TC[WOS]:4 TC[Scopus]:9 | Submit date:2021/03/09
Bat algorithm  Dynamic multi-objective  Feature selection  Medical X-ray image  Meta-heuristic  Rebalancing  
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 |  | 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  
A suite of swarm dynamic multi-objective algorithms for rebalancing extremely imbalanced datasets Journal article
Applied Soft Computing Journal, 2018,Volume: 69,Page: 784-805
Authors:  Li,Jinyan;  Fong,Simon;  Wong,Raymond K.;  Mohammed,Sabah;  Fiaidhi,Jinan;  Sung,Yunsick
Favorite |  | TC[WOS]:1 TC[Scopus]:1 | Submit date:2021/03/09
Big highly imbalanced dataset  Binary classification  Dynamic multi-objective  Rebalancing algorithm  Swarm intelligence algorithms  
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 |  | TC[WOS]:44 TC[Scopus]:48 | 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 |  | TC[WOS]:22 TC[Scopus]:32 | 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 |  | TC[WOS]:8 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 |  | TC[WOS]:11 TC[Scopus]:14 | 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 |  | TC[WOS]:9 TC[Scopus]:11 | 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 |  | TC[WOS]:19 TC[Scopus]:25 | Submit date:2018/10/30
Imbalanced Biological Data  Medical Classification  Parameter Optimization  Swarm Algorithm