liu.seSearch for publications in DiVA
Change search
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • oxford
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf
A shift in paradigm for system identification
Linköping University, Department of Electrical Engineering, Automatic Control. Linköping University, Faculty of Science & Engineering.
Chinese Univ Hong Kong, Peoples R China.
Chinese Acad Sci, Peoples R China.
2020 (English)In: International Journal of Control, ISSN 0020-7179, E-ISSN 1366-5820, Vol. 93, no 2, p. 173-180Article in journal (Refereed) Published
Abstract [en]

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.

Place, publisher, year, edition, pages
TAYLOR & FRANCIS LTD , 2020. Vol. 93, no 2, p. 173-180
Keywords [en]
System identification; linear regressions; bias-variance tradeoff; regularisation; kernel methods
National Category
Control Engineering
Identifiers
URN: urn:nbn:se:liu:diva-164209DOI: 10.1080/00207179.2019.1578407ISI: 000513185600002OAI: oai:DiVA.org:liu-164209DiVA, id: diva2:1413453
Available from: 2020-03-10 Created: 2020-03-10 Last updated: 2020-04-01

Open Access in DiVA

fulltext(1260 kB)23 downloads
File information
File name FULLTEXT01.pdfFile size 1260 kBChecksum SHA-512
137e154074290554cdfb1448457b724c82fc6034f9850e849d221b4b7b28b4117c85825fa2b22810eb598e0a26e2339cee40775ac83469047dabf4c347342a69
Type fulltextMimetype application/pdf

Other links

Publisher's full text

Search in DiVA

By author/editor
Ljung, Lennart
By organisation
Automatic ControlFaculty of Science & Engineering
In the same journal
International Journal of Control
Control Engineering

Search outside of DiVA

GoogleGoogle Scholar
Total: 23 downloads
The number of downloads is the sum of all downloads of full texts. It may include eg previous versions that are now no longer available

doi
urn-nbn

Altmetric score

doi
urn-nbn
Total: 58 hits
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • oxford
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf