| Presentation | 1996/3/18 S/N Analysis of Associative Memory Model Learned by Correlation Learning using Non-monotonic Property Koji Koizumi, Masato Okada, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We analyze the associative memory model learned by the correlation learnig using the non-monotonic unit. It has been known that the model has better properties than the conventional one. We propose the most simple model which can be considered to have property and then analyze the model by the so-called signal-to-noise analysis. The model has the twice larger storage capacity than the convetional one even in the case of the monotonic units are used in the recall process. Not only that the variance of the cross-talk noise is smaller, but also that the model has negative correlation between the signal term and the cross-talk noise. Therefore, the variance of the internal potential becomes much smaller than the cross-talk noise. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | associative memory model / non-monotonic unit / correlation learning / orthogonal-projection matrix / signal-to-noise analysis |
| Paper # | NC-95-132 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 1996/3/18(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | |
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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) | S/N Analysis of Associative Memory Model Learned by Correlation Learning using Non-monotonic Property |
| Sub Title (in English) | |
| Keyword(1) | associative memory model |
| Keyword(2) | non-monotonic unit |
| Keyword(3) | correlation learning |
| Keyword(4) | orthogonal-projection matrix |
| Keyword(5) | signal-to-noise analysis |
| 1st Author's Name | Koji Koizumi |
| 1st Author's Affiliation | Department of Biophysical Engineering, Faculty of Engineering Science, Osaka University() |
| 2nd Author's Name | Masato Okada |
| 2nd Author's Affiliation | Department of Biophysical Engineering, Faculty of Engineering Science, Osaka University |
| Date | 1996/3/18 |
| Paper # | NC-95-132 |
| Volume (vol) | vol.95 |
| Number (no) | 598 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |