Presentation 2012-01-26
Study on Sequential Associative Memory in Chaos Neural Network
Yoshiaki SATO, Yukari Yamauchi,
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Abstract(in English) In this research, we propose a model of associative memory to recall the hierarchical periodic patterns. Conventional associative memory models are possible to remember and recall similar or periodic patterns. However they are not suitable for dealing with hierarchical patterns. Examples of hierarchical patterns include the language system, a word from the letters, a sentence composed of words and so on. Previous study shows that the Chaotic Neural Network with Time Delay Term for Sequential Patterns (CNNTDSP) is able to perform the associative memory that can handle periodic patterns. This model adopts the additional weights between patterns among successive order. In addition, proposed model adopts the additional weights between patterns among successive periodic order to realize hierarchical sequence between periods. Experimental results using a periodic pattern of numbers and letters show that the hierarchical periodic patterns have been correctly recalled by proposed model.
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Keyword(in English) Neural Network / Chaotic Neural Network / Bidirectional Associative memory / Chaotic Neural Network with Time Delay Term for Sequential Patterns
Paper # NC2011-99
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Committee NC
Conference Date 2012/1/19(1days)
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Registration To Neurocomputing (NC)
Language JPN
Title (in Japanese) (See Japanese page)
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Title (in English) Study on Sequential Associative Memory in Chaos Neural Network
Sub Title (in English)
Keyword(1) Neural Network
Keyword(2) Chaotic Neural Network
Keyword(3) Bidirectional Associative memory
Keyword(4) Chaotic Neural Network with Time Delay Term for Sequential Patterns
1st Author's Name Yoshiaki SATO
1st Author's Affiliation College of Industrial Technology, Nihon University()
2nd Author's Name Yukari Yamauchi
2nd Author's Affiliation College of Industrial Technology, Nihon University
Date 2012-01-26
Paper # NC2011-99
Volume (vol) vol.111
Number (no) 419
Page pp.pp.-
#Pages 6
Date of Issue