Fast Learning With Polynomial Kernels | |
Zeng, Jinshan1; Lin SB(林绍波)2,3 | |
刊名 | IEEE Transactions on Cybernetics |
2019 | |
卷号 | 49期号:10页码:3780-3792 |
关键词 | Kernel Methods Learning Systems Learning Theory Polynomial Kernel |
ISSN号 | 2168-2267 |
产权排序 | 1 |
英文摘要 | This paper proposes a new learning system of low computational cost, called fast polynomial kernel learning (FPL), based on regularized least squares with polynomial kernel and subsampling. The almost optimal learning rate as well as the feasibility verifications including the subsampling mechanism and solvability of FPL are provided in the framework of learning theory. Our theoretical assertions are verified by numerous toy simulations and real data applications. The studies in this paper show that FPL can reduce the computational burden of kernel methods without sacrificing its generalization ability very much. |
资助项目 | National Natural Science Foundation of China[11771012] ; National Natural Science Foundation of China[61502342] ; State Key Laboratory of Robotics[2018-O05] ; NNSFC[61603162] ; NNSFC[11501440] ; NNSFC[61772246] ; NNSFC[61603163] ; Doctoral Start-Up Foundation of Jiangxi Normal University |
WOS关键词 | BIG DATA ; REGULARIZATION ; APPROXIMATION ; RATES |
WOS研究方向 | Automation & Control Systems ; Computer Science |
语种 | 英语 |
WOS记录号 | WOS:000473443900015 |
内容类型 | 期刊论文 |
源URL | [http://119.78.100.139/handle/173321/22139] |
专题 | 沈阳自动化研究所_机器人学研究室 |
通讯作者 | Zeng, Jinshan |
作者单位 | 1.School of Computer and Information Engineering, Jiangxi Normal University, Nanchang 330022, China 2.State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China 3.Department of Mathematics, Wenzhou University, Wenzhou 325035, China |
推荐引用方式 GB/T 7714 | Zeng, Jinshan,Lin SB. Fast Learning With Polynomial Kernels[J]. IEEE Transactions on Cybernetics,2019,49(10):3780-3792. |
APA | Zeng, Jinshan,&Lin SB.(2019).Fast Learning With Polynomial Kernels.IEEE Transactions on Cybernetics,49(10),3780-3792. |
MLA | Zeng, Jinshan,et al."Fast Learning With Polynomial Kernels".IEEE Transactions on Cybernetics 49.10(2019):3780-3792. |
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