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A shift in paradigm for system identification

文献类型：期刊论文

作者Ljung, Lennart2; Chen, Tianshi1,3; Mu, Biqiang4
刊名INTERNATIONAL JOURNAL OF CONTROL
出版日期2020-02-01
卷号93期号:2页码:173-180
关键词System identification linear regressions bias-variance tradeoff regularisation kernel methods
ISSN号0020-7179
DOI10.1080/00207179.2019.1578407
英文摘要System identification is a mature research area with well established paradigms, mostly based on classical statistical methods. Recently, there has been considerable interest in so called kernel-based regularisation methods applied to system identification problem. The recent literature on this is extensive and at times difficult to digest. The purpose of this contribution is to provide an accessible account of the main ideas and results of kernel-based regularisation methods for system identification. The focus is to assess the impact of these new techniques on the field and traditional paradigms.
WOS研究方向Automation & Control Systems
语种英语
WOS记录号WOS:000513185600002
出版者TAYLOR & FRANCIS LTD
源URL[http://ir.amss.ac.cn/handle/2S8OKBNM/50867]  
专题中国科学院数学与系统科学研究院
通讯作者Ljung, Lennart
作者单位1.Chinese Univ Hong Kong, Shenzhen Res Inst Big Data, Shenzhen, Peoples R China
2.Linkoping Univ, Dept Elect Engn, Div Automat Control, Linkoping, Sweden
3.Chinese Univ Hong Kong, Sch Sci & Engn, Shenzhen, Peoples R China
4.Chinese Acad Sci, Acad Math & Syst Sci, Inst Syst Sci, Key Lab Syst & Control, Beijing, Peoples R China
推荐引用方式
GB/T 7714		 Ljung, Lennart,Chen, Tianshi,Mu, Biqiang. A shift in paradigm for system identification[J]. INTERNATIONAL JOURNAL OF CONTROL,2020,93(2):173-180.
APA Ljung, Lennart,Chen, Tianshi,&Mu, Biqiang.(2020).A shift in paradigm for system identification.INTERNATIONAL JOURNAL OF CONTROL,93(2),173-180.
MLA Ljung, Lennart,et al."A shift in paradigm for system identification".INTERNATIONAL JOURNAL OF CONTROL 93.2(2020):173-180.

入库方式： OAI收割

来源：数学与系统科学研究院

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