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An Accurate and Efficient Large-Scale Regression Method Through Best Friend Clustering 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2022, 卷号: 33, 期号: 11, 页码: 3129-3140
作者:  Li, Kun;  Yuan, Liang;  Zhang, Yunquan;  Chen, Gongwei
收藏  |  浏览/下载:37/0  |  提交时间:2022/12/07
Clustering algorithms  Training  Mathematical models  Computational modeling  Libraries  Kernel  Support vector machines  Distributed machine learning  scalable algorithm  large-scale clustering  parallel regression  
ParaML: A Polyvalent Multicore Accelerator for Machine Learning 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2020, 卷号: 39, 期号: 9, 页码: 1764-1777
作者:  Zhou, Shengyuan;  Guo, Qi;  Du, Zidong;  Liu, Daofu;  Chen, Tianshi;  Li, Ling;  Liu, Shaoli;  Zhou, Jinhong;  Temam, Olivier;  Feng, Xiaobing;  Zhou, Xuehai;  Chen, Yunji
收藏  |  浏览/下载:58/0  |  提交时间:2020/12/10
Neural networks  Machine learning  Testing  Support vector machines  Linear regression  Computers  Computer architecture  Accelerator  machine learning (ML) techniques  multicore accelerator  
Dynamic compensation of Nonlinear sensors by a learning-from-examples approach 期刊论文
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2008, 卷号: 57, 期号: 8, 页码: 1689-1694
作者:  Marconato, Anna;  Hu, Mingqing;  Boni, Andrea;  Petri, Dario
收藏  |  浏览/下载:39/0  |  提交时间:2019/12/16
dynamic compensation  low power  microcontroller implementation  reduced-set methods  support vector machines for regression (SVRs)  wireless sensor networks (WSNs)  
A general soft method for learning SVM classifiers with L-1-norm penalty 期刊论文
PATTERN RECOGNITION, 2008, 卷号: 41, 期号: 3, 页码: 939-948
作者:  Tao, Qing;  Wu, Gao-Wei;  Wang, Jue
收藏  |  浏览/下载:47/0  |  提交时间:2019/12/16
support vector machines  classification  nu-SVMs  nearest points  Gilbert's algorithms  Schlesinger-Kozinec's algorithms  Mitchell-Dem'yanov-Malozemov's algorithms  soft convex hulls  
Learning linear PCA with convex semi-definite programming 期刊论文
PATTERN RECOGNITION, 2007, 卷号: 40, 期号: 10, 页码: 2633-2640
作者:  Tao, Qing;  Wu, Gao-wei;  Wang, Jue
收藏  |  浏览/下载:46/0  |  提交时间:2019/12/16
principal component analysis  statistical learning theory  support vector machines  margin  maximal margin algorithm  semi-definite programming  robustness  
The theoretical analysis of FDA and applications 期刊论文
PATTERN RECOGNITION, 2006, 卷号: 39, 期号: 6, 页码: 1199-1204
作者:  Tao, Q;  Wu, GW;  Wang, J
收藏  |  浏览/下载:42/0  |  提交时间:2019/12/16
classification  Fisher discriminant analysis  support vector machines  LS-SVM  regression  
Posterior probability support vector machines for unbalanced data 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2005, 卷号: 16, 期号: 6, 页码: 1561-1573
作者:  Tao, Q;  Wu, GW;  Wang, FY;  Wang, J
收藏  |  浏览/下载:46/0  |  提交时间:2019/12/16
Bayesian decision theory  classification  margin  maximal margin algorithms  v-SVM  posterior probability  support vector machines (SVMs)  unbalanced data  
A generalized S-K algorithm for learning v-SVM classifiers 期刊论文
PATTERN RECOGNITION LETTERS, 2004, 卷号: 25, 期号: 10, 页码: 1165-1171
作者:  Tao, Q;  Wu, GW;  Wang, J
收藏  |  浏览/下载:47/0  |  提交时间:2019/12/16
statistical machine learning  support vector machines  classification  v-SVM  S-K algorithms  soft convex hulls