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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  
Sparse Supervised Representation-Based Classifier for Uncontrolled and Imbalanced Classification Journal article
IEEE Transactions on Neural Networks and Learning Systems, 2020,Volume: 31,Issue: 8,Page: 2847-2856
Authors:  Shu,Ting;  Zhang,Bob;  Tang,Yuan Yan
Favorite |  | TC[WOS]:7 TC[Scopus]:9 | Submit date:2021/03/11
Data Driven  Face Recognition  Imbalanced Classification  Spare Supervised Representation-based Classifier (Ssrc)  Sparse Representation-based Classification (Src)  
Accurate and efficient sequential ensemble learning for highly imbalanced multi-class data Journal article
Neural Networks, 2020,Volume: 128,Page: 268-278
Authors:  Vong,Chi Man;  Du,Jie
Favorite |  | TC[WOS]:2 TC[Scopus]:3 | Submit date:2021/03/11
Highly imbalanced data  Multi-class classification  Sequential ensemble learning  
Quality control of imbalanced mass spectra from isotopic labeling experiments Journal article
BMC Bioinformatics, 2019,Volume: 20,Issue: 1
Authors:  Li,Tianjun;  Chen,Long;  Gan,Min
Favorite |  | TC[WOS]:1 TC[Scopus]:1 | Submit date:2021/03/09
Gradient Boosting  Imbalanced Data  Mass Spectra  Proteomics  Quality Control  
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]:4 TC[Scopus]:9 | Submit date:2021/03/09
Meta-heuristic  Medical X-ray Image  Rebalancing  Feature Selection  Dynamic Multi-objective  Bat Algorithm  
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 |  | TC[WOS]:7 TC[Scopus]:12 | Submit date:2019/01/17
Dynamic changing distribution  extreme learning machine  imbalance class distribution  multiclass imbalance learning  online sequential learning  
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  
Online Sequential Extreme Learning Machine with Under-Sampling and Over-Sampling for Imbalanced Big Data Classification Conference paper
International Conference on Extreme Learning Machine 2016 (ELM2016), Singapore, December, 2016
Authors:  Du, Jie;  Vong, Chi-Man;  Chang, Yajie;  Jiao, Yang
Favorite |  | TC[WOS]:2 TC[Scopus]:0 | Submit date:2018/10/30
Big Data  Imbalance Learning  Os-elm  Under-sampling  Over-sampling  
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]:1 | 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]:1 TC[Scopus]:1 | Submit date:2021/03/09
Swarm Intelligence Algorithms  Dynamic Multi-objective  Big Highly Imbalanced Dataset  Binary Classification  Rebalancing Algorithm