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OAA-SVM-MS: A fast and efficient multi-class classification algorithm Journal article
Neurocomputing, 2021,Volume: 454,Page: 448-460
Authors:  Duan, Yuze;  Zou, Bin;  Xu, Jie;  Chen, Fen;  Wei, Jiaolong;  Tang, Yuan Yan
Favorite |  | TC[WOS]:1 TC[Scopus]:5 | Submit date:2021/12/08
One-against-all  Multi-class  Svm  Generalization Bound  
Learning Performance of Weighted Distributed Learning With Support Vector Machines Journal article
IEEE Transactions on Cybernetics, 2021
Authors:  Zou, Bin;  Jiang, Hongwei;  Xu, Chen;  Xu, Jie;  You, Xinge;  Tang, Yuan Yan
Favorite |  | TC[WOS]:0 TC[Scopus]:1 | Submit date:2022/05/13
Big Data  Computer aided instruction  Convergence rate  Distance learning  Distributed databases  learning performance  Markov processes  support vector machine  Support vector machines  Training  weighted distributed  
SVM-Boosting based on Markov resampling: Theory and algorithm Journal article
Neural Networks, 2020,Volume: 131,Page: 276-290
Authors:  Jiang, Hongwei;  Zou, Bin;  Xu, Chen;  Xu, Jie;  Tang, Yuan Yan
Favorite |  | TC[WOS]:10 TC[Scopus]:10 | Submit date:2021/12/06
Boosting  Consistency  Resampling  Uniformly Ergodic Markov Chain (U.e.m.c.)  
Learning With Coefficient-Based Regularized Regression on Markov Resampling Journal article
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018,Volume: 29,Issue: 9,Page: 4166-4176
Authors:  Li, Luoqing;  Li, Weifu;  Zou, Bin;  Wang, Yulong;  Tang, Yuan Yan;  Han, Hua
Favorite |  | TC[WOS]:3 TC[Scopus]:3 | Submit date:2018/10/30
Coefficient-based regularized regression (CBRR)  learning rate  Markov resampling  uniformly ergodic Markov chain (u.e.M.c.)  
Learning with Coefficient-Based Regularized Regression on Markov Resampling Journal article
IEEE Transactions on Neural Networks and Learning Systems, 2018,Volume: 29,Issue: 9,Page: 4166-4176
Authors:  Li L.;  Li W.;  Zou B.;  Wang Y.;  Tang Y.Y.;  Han H.
Favorite |  | TC[WOS]:3 TC[Scopus]:3 | Submit date:2019/02/11
Coefficient-based regularized regression (CBRR)  learning rate  Markov resampling  uniformly ergodic Markov chain (u.e.M.c.)  
The Generalization Ability of SVM Classification Based on Markov Sampling Journal article
IEEE Transactions on Cybernetics, 2015,Volume: 45,Issue: 6,Page: 1169-1179
Authors:  Jie Xu;  Yuan Yan Tang,;  Bin Zou;  Zongben Xu;  Luoqing Li;  Yang Lu;  Baochang Zhang
Favorite |  | TC[WOS]:30 TC[Scopus]:33 | Submit date:2019/02/11
Generalization Ability  Learning Rate  Markov Sampling  Support Vector Machine Classification (Svmc)  
The Generalization Ability of Online SVM Classification Based on Markov Sampling Journal article
IEEE Transactions on Neural Networks and Learning Systems, 2015,Volume: 26,Issue: 3,Page: 628-639
Authors:  Jie Xu;  Yuan Yan Tang;  Bin Zou;  Zongben Xu;  Luoqing Li;  Yang Lu
Favorite |  | TC[WOS]:32 TC[Scopus]:32 | Submit date:2019/04/30
Generalization Ability  Markov Sampling  Online Support Vector Machine (Svm) Classification  Uniformly Ergodic Markov Chain (U.e.m.c.)  
Generalization ability of extreme learning machine with uniformly ergodic Markov chains Journal article
Neurocomputing, 2015,Volume: 167,Page: 528-534
Authors:  Yuan P.;  Chen H.;  Zhou Y.;  Deng X.;  Zou B.
Favorite |  | TC[WOS]:4 TC[Scopus]:6 | Submit date:2018/12/21
Extreme Learning Machine  Generalization Ability  Uniformly Ergodic Markov Chain  
The Generalization Performance of Regularized Regression Algorithms Based on Markov Sampling Journal article
IEEE Transactions on Cybernetics, 2014,Volume: 44,Issue: 9,Page: 1497 - 1507
Authors:  Bin Zou;  Yuan Yan Tang;  Zongben Xu;  Luoqing Li;  Jie Xu;  Yang Lu
Favorite |  | TC[WOS]:16 TC[Scopus]:18 | Submit date:2018/10/30
Generalization Performance  Markov Sampling  Regularized Regression Algorithms  Uniformly Ergodic Markov Chain  
Generalization performance of Gaussian kernels SVMC based on Markov sampling Journal article
Neural Networks, 2014,Volume: 53,Page: 40-51
Authors:  Jie Xu;  Yuan Yan Tang;  Bin Zou;  Zongben Xu;  Luoqing Li;  Yang Lu
Favorite |  | TC[WOS]:14 TC[Scopus]:14 | Submit date:2019/02/11
Gaussian Rbf Kernels  Generalization Performance  Markov Sampling  Svmc  Uniformly Ergodic Markov Chain (U.e.m.c.)