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Empowering multi-class medical data classification by Group-of-Single-Class-predictors and transfer optimization: Cases of structured dataset by machine learning and radiological images by deep learni Journal article
Future Generation Computer Systems, 2022,Volume: 133,Issue: 1,Page: 10-22
Authors:  Li, Tengyue;  Fong, Simon;  Mohammed, Sabah;  Fiaidhi, Jinan;  Guan, Steven;  Chang, Victor
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Machine Learning  Deep Learning  Multi-class Classification  Parameter Optimization  Classification Model Training  Medical Dataset  Radiological Images Recognition  
PIWI-interacting RNAs in human diseases: databases and computational models Journal article
Briefings in Bioinformatics, 2022,Volume: 23,Issue: 4,Page: 1-22
Authors:  Zhang, Tianjiao;  Chen, Liang;  Li, Rongzhen;  Ning, Liu;  Huang, Xiaobing;  Wong, Garry
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Multi-Label Attribute Selection of Arrhythmia for Electrocardiogram Signals with Fusion Learning Journal article
Bioengineering, 2022,Volume: 9,Issue: 7
Authors:  Yang, Jie;  Li, Jinfeng;  Lan, Kun;  Wei, Anruo;  Wang, Han;  Huang, Shigao;  Fong, Simon
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Arrhythmia Recognition  Electrocardiogram Signals  Fusion Learning  Multi-label Attribute Selection  
Generalized and Discriminative Collaborative Representation for Multiclass Classification Journal article
IEEE Transactions on Cybernetics, 2022,Volume: 52,Issue: 5,Page: 2675-2686
Authors:  Wang, Yulong;  Tan, Yap Peng;  Tang, Yuan Yan;  Chen, Hong;  Zou, Cuiming;  Li, Luoqing
Favorite |  | TC[WOS]:4 TC[Scopus]:3 | Submit date：2022/08/02
Classification  Collaborative Representation  Regularization  Subspace  
Discriminative Regression With Adaptive Graph Diffusion Journal article
IEEE Transactions on Neural Networks and Learning Systems, 2022
Authors:  Wen, Jie;  Deng, Shijie;  Fei, Lunke;  Zhang, Zheng;  Zhang, Bob;  Zhang, Zhao;  Xu, Yong
Favorite |  | TC[WOS]:2 TC[Scopus]:1 | Submit date：2022/08/05
Graph Diffusion  Graph Embedding  Linear Regression (Lr)  Local Structure  
Discriminative Dimension Reduction via Maximin Separation Probability Analysis Journal article
IEEE Transactions on Cybernetics, 2021,Volume: 51,Issue: 8,Page: 4100-4111
Authors:  Yang, Le;  Song, Shiji;  Li, Shuang;  Chen, Yiming;  Philip Chen, C. L.
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Data Visualization  Discriminative Dimension Reduction (Dr)  Feature Extraction  Linear Discriminant Analysis (Lda)  Second-order Cone Programming (Socp)  
Hydrological cycling optimization-based multiobjective feature-selection method for customer segmentation Journal article
International Journal of Intelligent Systems, 2021,Volume: 36,Issue: 5,Page: 2347-2366
Authors:  Song, Xi;  Liu, Matthew Tingchi;  Liu, Qianying;  Niu, Ben
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Customer Segmentation  Feature Selection  Hydrological Cycling Optimization  Multiobjective Optimization  
Parameter-Free Loss for Class-Imbalanced Deep Learning in Image Classification Journal article
IEEE Transactions on Neural Networks and Learning Systems, 2021
Authors:  Du, Jie;  Zhou, Yanhong;  Liu, Peng;  Vong, Chi Man;  Wang, Tianfu
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Class-imbalanced deep learning  Data models  Deep learning  dynamic changes  Focusing  hyperparameters tuning  Learning systems  loss function  parameter-free.  Task analysis  Training  Tuning  
Outdoor Shadow Estimating Using Multiclass Geometric Decomposition Based on BLS Journal article
IEEE Transactions on Cybernetics, 2020,Volume: 50,Issue: 5,Page: 2152-2165
Authors:  Chen,Zhihua;  Gao,Ting;  Sheng,Bin;  Li,Ping;  Chen,C. L.Philip
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Broad Learning System (Bls)  Illumination Estimating  Markov Random Field (Mrf)  Multiclass Integrating  Shadow Synthesis  
Extreme semi-supervised learning for multiclass classification Journal article
Neurocomputing, 2020,Volume: 376,Page: 103-118
Authors:  Chen,Chuangquan;  Gan,Yanfen;  Vong,Chi Man
Favorite |  | TC[WOS]:6 TC[Scopus]:6 | Submit date：2021/03/11
Alternating Optimization  Approximate Empirical Kernel Map  Extreme Learning Machine  Multiclass Classification  Semi-supervised Support Vector Machine