On the design principles of the functional link nets

Jun Wang, Edilberto P. Teixeira

Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

2 Citations (Scopus)

Abstract

A necessary and sufficient condition for the nonexistence of a local stationary point for functional link nets is derived. The condition reveals the dependency of training errors on the rank of training samples and functional links and provides a guideline for selection of the functional links as well as training samples. An analytical solution is characterized, showing that the training task in the functional link nets can be reduced to solving a set of linear equations. A learning algorithm based the recursive-least-squares estimation method is proposed. Numerical examples are presented to substantiate the theoretical arguments.
Original languageEnglish
Title of host publicationProceedings of the IEEE International Conference on Systems Engineering 1990
PublisherIEEE
Pages613-616
ISBN (Print)0-7803-0173-0
DOIs
Publication statusPublished - Aug 1990
Externally publishedYes
EventIEEE International Conference on Systems Engineering 1990 - Pittsburgh, United States
Duration: 9 Aug 199011 Aug 1990

Conference

ConferenceIEEE International Conference on Systems Engineering 1990
Country/TerritoryUnited States
CityPittsburgh
Period9/08/9011/08/90

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