DocumentCode
1467496
Title
Pruning feedforward neural networks through interval arithmetic
Author
Drago, G.P. ; Ridella, S.
Author_Institution
Ist. per i Circuiti Elettronici, CNR, Genova, Italy
Volume
34
Issue
22
fYear
1998
fDate
10/29/1998 12:00:00 AM
Firstpage
2142
Lastpage
2143
Abstract
Interval arithmetic is used to detect the prunable weights of feedforward neural networks. The authors define a regularisation function that can detect irrelevant connections and which contains, as a particular case, the well known weight decay. This method is applied to the modelling of the Mackey Glass series
Keywords
feedforward neural nets; time series; Mackey Glass series; feedforward neural networks; interval arithmetic; irrelevant connections; prunable weights; regularisation function; weight decay;
fLanguage
English
Journal_Title
Electronics Letters
Publisher
iet
ISSN
0013-5194
Type
jour
DOI
10.1049/el:19981704
Filename
741356
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