| Presentation | 1994/12/16 A cascade of associative memories storing hierarchically correlated patterns Makoto Hirahara, Natsuki Oka, Toshiki Kindo, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | A cascade of associative memories(CASM)storing hierarchically correlated patterns is proposed.CASM is composed of the first associative memory storing ancestor patterns and the second one storing inheritance patterns constructed of the ancestors and their descendants.The inheritance patterns are sparse,and have information peculiar to the descendants.We show that memory capacity of CASM increases with a correlation between descendants of a same ancestor and is larger than that of Gutfreund's model.In addition,we consider the case where ancestors are not explicitly given.In order to automatically form the ancestors from their descendants,we give a learning algorithm to the first associative memory.Numerical simulations were conducted in order to confirm the behavior of CASM. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | associative memory / hierarchically correlated patterns / capacity / inheritance patterns |
| Paper # | NC94-58 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 1994/12/16(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Neurocomputing (NC) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A cascade of associative memories storing hierarchically correlated patterns |
| Sub Title (in English) | |
| Keyword(1) | associative memory |
| Keyword(2) | hierarchically correlated patterns |
| Keyword(3) | capacity |
| Keyword(4) | inheritance patterns |
| 1st Author's Name | Makoto Hirahara |
| 1st Author's Affiliation | Matsushita Research Institute Tokyo,Inc.() |
| 2nd Author's Name | Natsuki Oka |
| 2nd Author's Affiliation | Matsushita Research Institute Tokyo,Inc. |
| 3rd Author's Name | Toshiki Kindo |
| 3rd Author's Affiliation | Matsushita Research Institute Tokyo,Inc. |
| Date | 1994/12/16 |
| Paper # | NC94-58 |
| Volume (vol) | vol.94 |
| Number (no) | 417 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |