| Presentation | 2007-03-05 Retrieval Properties of a Hopfield Type Associative Neural Network with Hysteretic Transfer Function Erik OBERG, Yoshihiro HAYAKAWA, Koji NAKAJIMA, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | A Hopfield type associative neural network for storing and recalling patterns is investigated. The use of a hysteretic transfer function is shown to improve retrieval performance. This can be explained by considering the motion on the u-x plane when the neuron output approaches the nonlinear saturation region of the hysteretic transfer function. The switching between branches of the hysteretic transfer function introduces a discontinuity of the neuron output, which gives the network the ability to escape some local minima. This discontinuity also increases the convergence time, and thus speeds up memory recall. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Associative memory / Hopfield model / retrieval dynamics / hysteretic transfer function |
| Paper # | NLP2006-153 |
| Date of Issue |
| Conference Information | |
| Committee | NLP |
|---|---|
| Conference Date | 2007/2/26(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 | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Retrieval Properties of a Hopfield Type Associative Neural Network with Hysteretic Transfer Function |
| Sub Title (in English) | |
| Keyword(1) | Associative memory |
| Keyword(2) | Hopfield model |
| Keyword(3) | retrieval dynamics |
| Keyword(4) | hysteretic transfer function |
| 1st Author's Name | Erik OBERG |
| 1st Author's Affiliation | Laboratory for Brainware Systems() |
| 2nd Author's Name | Yoshihiro HAYAKAWA |
| 2nd Author's Affiliation | Nanoelectronics and Spintronics, Research Institute of Electrical Communication, Tohoku University |
| 3rd Author's Name | Koji NAKAJIMA |
| 3rd Author's Affiliation | Laboratory for Brainware Systems |
| Date | 2007-03-05 |
| Paper # | NLP2006-153 |
| Volume (vol) | vol.106 |
| Number (no) | 573 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |