Learning Algorithms of Three Layered Neural Networks for Sequence Classification

Koichi NIIJIMA (niijima@ces.kyutech.ac.jp)
Shinichi SHIMOZONO (sin@ces.kyutech.ac.jp)

Department of Control Engineering and Science
Kyushu Institute of Technology, Iizuka 820, Japan


Domains of classifying positive and negative patterns are derived by imposing some heteroassociative output conditions on the network. Using the shape of the domain, a functional to be minimized is introduced to determine connection weights and threshold values of the network. Minimization techniques of the functional, which give learning algorithms of the network, are also discussed. In the last, remarks on numerical experiments are described.