THE BEHAVIOR OF FORGETTING LEARNING IN BIDIRECTIONAL ASSOCIATIVE MEMORY

Authors
Citation
Cs. Leung et Lw. Chan, THE BEHAVIOR OF FORGETTING LEARNING IN BIDIRECTIONAL ASSOCIATIVE MEMORY, Neural computation, 9(2), 1997, pp. 385-401
Citations number
14
Categorie Soggetti
Computer Sciences","Computer Science Artificial Intelligence",Neurosciences
Journal title
ISSN journal
08997667
Volume
9
Issue
2
Year of publication
1997
Pages
385 - 401
Database
ISI
SICI code
0899-7667(1997)9:2<385:TBOFLI>2.0.ZU;2-9
Abstract
Forgetting learning is an incremental learning rule in associative mem ories. With it, the recent learning items can be encoded, and the old learning items will be forgotten. In this article, we analyze the stor age behavior of bidirectional associative memory (BAM) under the forge tting learning. That is, ''Can the most recent k learning item be stor ed as a fixed point?'' Also, we discuss how to choose the forgetting c onstant in the forgetting learning such that the BAM can correctly sto re as many as possible of the most recent learning items. Simulation i s provided to verify the theoretical analysis.