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A binary PSO-based ensemble under-sampling model for rebalancing imbalanced training data Journal article
Journal of Supercomputing, 2022,Volume: 78,Issue: 5,Page: 7428-7463
Authors:  Li, Jinyan;  Wu, Yaoyang;  Fong, Simon;  Tallón-Ballesteros, Antonio J.;  Yang, Xin she;  Mohammed, Sabah;  Wu, Feng
Favorite |  | TC[WOS]:2 TC[Scopus]:2 | Submit date:2022/05/04
Binary Pso  Ensemble  Imbalanced Classification  Integrity  Multi-objective  Under-sampling  
Dynamic swarm class rebalancing for the process mining of rare events Journal article
The Journal of Supercomputing, 2021,Volume: 77,Page: 7549-7583
Authors:  Jinyan Li;  Yaoyang Wu;  Simon Fong;  Raymond K. Wong;  Victor W. Chu;  Kok‑leong Ong;  Kelvin K. L. Wong
Favorite |  | TC[WOS]:0 TC[Scopus]:0 | Submit date:2021/03/09
Process Mining  Class Imbalance  Classification  Meta-heuristic  Over-sampling  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:  Jinyan Li;  Simon Fong;  Lian-sheng Liu;  Nilanjan Dey;  Amira S. Ashour;  Luminița Moraru
Favorite |  | TC[WOS]:7 TC[Scopus]:11 | Submit date:2021/03/09
Meta-heuristic  Medical X-ray Image  Rebalancing  Feature Selection  Dynamic Multi-objective  Bat Algorithm  
Similarity majority under-sampling technique for easing imbalanced classification problem Conference paper
Data Mining, Melbourne, VIC, Australia, August 19-20, 2017
Authors:  Jinyan Li;  Simon Fong;  Shimin Hu;  Raymond K. Wong;  Sabah Mohammed
Favorite |  | TC[WOS]:0 TC[Scopus]:1 | Submit date:2019/02/13
Imbalanced Classification  Under-sampling  Similarity Measure  Smute  
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:  Pratiti Bhadra;  Jielu Yan;  Jinyan Li;  Simon Fong;  Shirley W. I. Siu
Favorite |  | TC[WOS]:84 TC[Scopus]:93 | Submit date:2018/10/30
Rare event prediction using similarity majority under-sampling technique Conference paper
Soft Computing in Data Science, Yogyakarta, Indonesia, 27-28 November
Authors:  Jinyan Li;  Simon Fong;  Shimin Hu;  Victor W. Chu;  Raymond K. Wong;  Sabah Mohammed;  Nilanjan Dey
Favorite |  | TC[WOS]:0 TC[Scopus]:2 | Submit date:2019/02/13
Imbalanced Classification  Under-sampling  Similarity Measure  Smute  
A suite of swarm dynamic multi-objective algorithms for rebalancing extremely imbalanced datasets Journal article
Applied Soft Computing, 2017,Volume: 69,Page: 784-805
Authors:  Jinyan Li;  Simon Fong;  Raymond K. Wong;  Sabah Mohammed;  Jinan Fiaidhi;  Yunsick Sung
Favorite |  | TC[WOS]:2 TC[Scopus]:2 | Submit date:2021/03/09
Swarm Intelligence Algorithms  Dynamic Multi-objective  Big Highly Imbalanced Dataset  Binary Classification  Rebalancing Algorithm  
Adaptive Swarm Balancing Algorithms for rare-event prediction in imbalanced healthcare data Journal article
PLOS ONE, 2017,Volume: 12,Issue: 7
Authors:  Jinyan Li;  Lian-sheng Liu;  Simon Fong;  Raymond K. Wong;  Sabah Mohammed;  Jinan Fiaidhi;  Yunsick Sung;  Kelvin K. L. Wong
Favorite |  | TC[WOS]:14 TC[Scopus]:21 | 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:  Jinyan Li;  Simon Fong;  Raymond K. Wong;  Richard Millham;  Kelvin K. L. Wong
Favorite |  | TC[WOS]:16 TC[Scopus]:25 | Submit date:2018/10/30
Adaptive multi-objective swarm fusion for imbalanced data classification Journal article
INFORMATION FUSION, 2017,Volume: 39,Page: 1-24
Authors:  Jinyan Li;  Simon Fong;  Raymond K. Wong;  Victor W. Chu
Favorite |  | TC[WOS]:37 TC[Scopus]:51 | Submit date:2018/10/30
Swarm Fusion  Swarm Intelligence Algorithm  Multi-objective  Crossover Rebalancing  Imbalanced Data Classification