Presentation 1999/5/13
Investigation of Capability of Sparsely Interconnected Neural Networks for Associative Memories Applying Discrete Walsh Transform
Takeshi KAMIO, Hideki ASAI,
PDF Download Page PDF download Page Link
Abstract(in Japanese) (See Japanese page)
Abstract(in English) The conventional synthesis procedure of sparsely interconnected neural networks (SINNs) for associative memories may generate isolated cells which have only self-feedback due to the sparsely interconnected structure. As the outputs ofisolated cells are determined by only their initial values, SINN can't always associate the expected memory pattem. Although this problem is solved by increasing the number of interconnections, hardware implementation becomes very difficult. In this report, we investigate the capability of SINNs for associative memories applying discrete Walsh transform which we have proposed to keep out the disturbance of isolated cells without increasing interconnections, using computer simulations.
Keyword(in Japanese) (See Japanese page)
Keyword(in English) Sparsely interconnected neural networks / Associative memories / Discrete Walsh transform / Isolated cells
Paper # NLP99-6
Date of Issue

Conference Information
Committee NLP
Conference Date 1999/5/13(1days)
Place (in Japanese) (See Japanese page)
Place (in English)
Topics (in Japanese) (See Japanese page)
Topics (in English)
Chair
Vice Chair
Secretary
Assistant

Paper Information
Registration To Nonlinear Problems (NLP)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Investigation of Capability of Sparsely Interconnected Neural Networks for Associative Memories Applying Discrete Walsh Transform
Sub Title (in English)
Keyword(1) Sparsely interconnected neural networks
Keyword(2) Associative memories
Keyword(3) Discrete Walsh transform
Keyword(4) Isolated cells
1st Author's Name Takeshi KAMIO
1st Author's Affiliation Fac. of Information Sciences, Hiroshima City Univ.,()
2nd Author's Name Hideki ASAI
2nd Author's Affiliation Dept. of Systems Engineering, Shizuoka Univ.,
Date 1999/5/13
Paper # NLP99-6
Volume (vol) vol.99
Number (no) 41
Page pp.pp.-
#Pages 8
Date of Issue