DC Field | Value | Language |
---|---|---|
dc.contributor.author | Choi, YK | ko |
dc.contributor.author | Ahn, KH | ko |
dc.contributor.author | Lee, Soo-Young | ko |
dc.date.accessioned | 2013-02-27T16:49:26Z | - |
dc.date.available | 2013-02-27T16:49:26Z | - |
dc.date.created | 2012-02-06 | - |
dc.date.created | 2012-02-06 | - |
dc.date.issued | 1996-09 | - |
dc.identifier.citation | NEURAL PROCESSING LETTERS, v.4, no.1, pp.1 - 8 | - |
dc.identifier.issn | 1370-4621 | - |
dc.identifier.uri | http://hdl.handle.net/10203/69678 | - |
dc.description.abstract | The effects of multiplier output offsets on on-chip learning are analyzed. Offsets on signal feed-forward multipliers are equivalent to sigmoid biases and do not degrade learning performance. Offsets on multipliers for sigmoid derivatives cause static errors at the outputs, which may be overcome by proper choices of target values. Offsets on weight-adjustment multipliers cause not only output static errors but also weight drifts, which are hard to compensate. Therefore weight-adjustment multipliers are most critical for analog neuro-chips with on-chip learning capability. Simulation results agree well with analytic calculations. | - |
dc.language | English | - |
dc.publisher | KLUWER ACADEMIC PUBL | - |
dc.title | Effects of multiplier output offsets on on-chip learning for analog neuro-chips | - |
dc.type | Article | - |
dc.identifier.wosid | A1996VW98100001 | - |
dc.identifier.scopusid | 2-s2.0-0030232929 | - |
dc.type.rims | ART | - |
dc.citation.volume | 4 | - |
dc.citation.issue | 1 | - |
dc.citation.beginningpage | 1 | - |
dc.citation.endingpage | 8 | - |
dc.citation.publicationname | NEURAL PROCESSING LETTERS | - |
dc.contributor.localauthor | Lee, Soo-Young | - |
dc.contributor.nonIdAuthor | Choi, YK | - |
dc.contributor.nonIdAuthor | Ahn, KH | - |
dc.type.journalArticle | Article | - |
dc.subject.keywordAuthor | analog neuro-chip | - |
dc.subject.keywordAuthor | multiplier offsets | - |
dc.subject.keywordAuthor | neural networks | - |
dc.subject.keywordAuthor | on-chip learning | - |
Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.