A System Identification Perspective on Neural Nets
1992 (English)In: Proceedings of the 1992 IEEE Workshop on Neural Networks for Signal Processing, 1992, 423-435 p.Conference paper (Refereed)
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.
Identification, Neural nets
IdentifiersURN: urn:nbn:se:liu:diva-91162DOI: 10.1109/NNSP.1992.253670ISBN: 0-7803-0557-4OAI: oai:DiVA.org:liu-91162DiVA: diva2:617414
1992 IEEE Workshop on Neural Networks for Signal Processing, Helsingoer, Denmark, August-September, 1992