| Presentation | 2005-01-28 Learning-Based Improvement in Fault Tolerance of Hopfield Associative Memories Naotake KAMIURA, Teijiro ISOKAWA, Nobuyuki MATSUI, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Hopfield neural networks tolerating weight faults are presented. The weight restriction and fault injection are adopted as fault-tolerant approaches. For the weight restriction, a range to which values of weights should belong is determined during the learning, and any weight being outside this range is forced to be either its upper limit or lower limit. A status of a fault occurring is then evoked by the fault injection, and calculating weights is made under this status. The learning based on both of the above approaches surpasses the learning based on either of them in the fault tolerance and/or in the learning time. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Hopfield Associative Memories / Fault Tolerance / Fault Injection / Weight Restriction / Hebbian Learning |
| Paper # | CPM2004-172,ICD2004-217 |
| Date of Issue |
| Conference Information | |
| Committee | ICD |
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| Conference Date | 2005/1/21(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | |
| Vice Chair | |
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| Paper Information | |
| Registration To | Integrated Circuits and Devices (ICD) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Learning-Based Improvement in Fault Tolerance of Hopfield Associative Memories |
| Sub Title (in English) | |
| Keyword(1) | Hopfield Associative Memories |
| Keyword(2) | Fault Tolerance |
| Keyword(3) | Fault Injection |
| Keyword(4) | Weight Restriction |
| Keyword(5) | Hebbian Learning |
| 1st Author's Name | Naotake KAMIURA |
| 1st Author's Affiliation | Graduate School of Engineering, University of Hyogo() |
| 2nd Author's Name | Teijiro ISOKAWA |
| 2nd Author's Affiliation | Graduate School of Engineering, University of Hyogo |
| 3rd Author's Name | Nobuyuki MATSUI |
| 3rd Author's Affiliation | Graduate School of Engineering, University of Hyogo |
| Date | 2005-01-28 |
| Paper # | CPM2004-172,ICD2004-217 |
| Volume (vol) | vol.104 |
| Number (no) | 629 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |