| Presentation | 1999/7/22 An Analysis of an Associative Memory with Sparse Connection Matrix Naoki MASUDA, Kazuyuki AIHARA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Associative memories have been studied to large extent: theoretical analysis, extention of the model, analysis in the case of sparse connection, application to pattern analysis. An associative memory with a sparse connection matrix are biologically more plausible than the associative memory connected in the all-to-all manner, and it leads to the reduction of implementation cost. In this report, the dynamics of an associative memory with a sparsely connected matrix is analyzed theoretically. Geometrical analysis and statistical analysis show that less connectivity indicates the unstablity of memorized pattern vectors and lessens the size of an attractive basin. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | associative memory / connection matrix / sparse connection / equilibrium / basin of attractor |
| Paper # | NLP99-56 |
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| Conference Information | |
| Committee | NLP |
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| Conference Date | 1999/7/22(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Nonlinear Problems (NLP) |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | An Analysis of an Associative Memory with Sparse Connection Matrix |
| Sub Title (in English) | |
| Keyword(1) | associative memory |
| Keyword(2) | connection matrix |
| Keyword(3) | sparse connection |
| Keyword(4) | equilibrium |
| Keyword(5) | basin of attractor |
| 1st Author's Name | Naoki MASUDA |
| 1st Author's Affiliation | Department of Mathematical Engineering and Information Physics, Graduate School of Engineering, The University of Tokyo() |
| 2nd Author's Name | Kazuyuki AIHARA |
| 2nd Author's Affiliation | CREST, Japan Science and Technology Co. (JST) |
| Date | 1999/7/22 |
| Paper # | NLP99-56 |
| Volume (vol) | vol.99 |
| Number (no) | 204 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |