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A System Identification Perspective on Neural Nets
Linköping University, Department of Electrical Engineering, Automatic Control. Linköping University, The Institute of Technology.
Linköping University, Department of Electrical Engineering, Automatic Control. Linköping University, The Institute of Technology.
1992 (English)In: Proceedings of the 1992 IEEE Workshop on Neural Networks for Signal Processing, 1992, 423-435 p.Conference paper, Published paper (Refereed)
Abstract [en]

The authors review some of the basic system identification machinery to reveal connections with neural networks. In particular, they point to the role of regularization in dealing with model structures with many parameters, and show the links to overtraining in neural nets. Some provisional explanations for the success of neural nets are also offered.

Place, publisher, year, edition, pages
1992. 423-435 p.
Keyword [en]
Identification, Neural nets
National Category
Control Engineering
Identifiers
URN: urn:nbn:se:liu:diva-91162DOI: 10.1109/NNSP.1992.253670ISBN: 0-7803-0557-4 (print)OAI: oai:DiVA.org:liu-91162DiVA: diva2:617414
Conference
1992 IEEE Workshop on Neural Networks for Signal Processing, Helsingoer, Denmark, August-September, 1992
Available from: 2013-04-23 Created: 2013-04-17 Last updated: 2013-07-29

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Ljung, Lennart

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