DocumentCode
1131902
Title
A Relationship Between Two Types of Two-Layer Threshold-Element Pattern-Recognition Networks
Author
Takiyama, Ryuzo
Author_Institution
Department of Visual Communication Design, Kyushu Institute of Design
Issue
11
fYear
1976
Firstpage
1136
Lastpage
1139
Abstract
The two-layer threshold-element networks with feed-forward connections can be classified into two types, according to whether the inputs are fed directly to the second layer (Type II) or not (Type I). It is shown that there always exists a Type I network (with an appropriate number of elements in the first layer) which realizes the same discriminant function as that of any given Type II network; furthermore, parameters of the Type I network are determined only by that of the Type II network.
Keywords
Discriminant functions, information processing systems, piecewise linear discriminant functions, threshold elements, two-layer threshold element networks.; Costs; Electrons; Feedforward systems; Information processing; Iterative algorithms; Organizing; Piecewise linear techniques; Prediction algorithms; Discriminant functions, information processing systems, piecewise linear discriminant functions, threshold elements, two-layer threshold element networks.;
fLanguage
English
Journal_Title
Computers, IEEE Transactions on
Publisher
ieee
ISSN
0018-9340
Type
jour
DOI
10.1109/TC.1976.1674567
Filename
1674567
Link To Document