DC Field | Value | Language |
---|---|---|
dc.contributor.author | Yoon, H | - |
dc.contributor.author | Oh, JH | - |
dc.date.accessioned | 2016-03-31T13:53:42Z | - |
dc.date.available | 2016-03-31T13:53:42Z | - |
dc.date.created | 2009-02-28 | - |
dc.date.issued | 1998-05 | - |
dc.identifier.issn | 0141-8637 | - |
dc.identifier.other | 1998-OAK-0000000206 | - |
dc.identifier.uri | https://oasis.postech.ac.kr/handle/2014.oak/20783 | - |
dc.description.abstract | We study learning from examples in higher-order perceptrons, which can realize polynomially separable rules. We first calculate the storage capacity of random binary patterns. It is found that the storage capacity is a monotonically increasing function of the relative weight parameter of the highest-order monomial term. We also analyse the generalization ability of higher-order perceptrons when they are trained by examples drawn from a realizable rule. Unlike their first-order counterparts, high-order perceptrons are found to exhibit stepwise learning as a function of the number of training examples. © 1998 Taylor and Francis Group, LLC. | - |
dc.description.statementofresponsibility | X | - |
dc.language | English | - |
dc.publisher | TAYLOR & FRANCIS LTD | - |
dc.relation.isPartOf | PHILOSOPHICAL MAGAZINE B-PHYSICS OF CONDENSED MATTER STATISTICAL MECHANICS ELECTRONIC OPTICAL AND MAGNETIC PROPERTIES | - |
dc.title | Learning and generalization in higher-order perceptrons | - |
dc.type | Article | - |
dc.contributor.college | 기술경영 대학원 과정 | - |
dc.identifier.doi | 10.1080/13642819808205048 | - |
dc.author.google | YOON, H | - |
dc.author.google | OH, JH | - |
dc.relation.volume | 77 | - |
dc.relation.issue | 5 | - |
dc.relation.startpage | 1557 | - |
dc.relation.lastpage | 1563 | - |
dc.contributor.id | 10110134 | - |
dc.relation.journal | PHILOSOPHICAL MAGAZINE B-PHYSICS OF CONDENSED MATTER STATISTICAL MECHANICS ELECTRONIC OPTICAL AND MAGNETIC PROPERTIES | - |
dc.relation.index | SCI급, SCOPUS 등재논문 | - |
dc.relation.sci | SCI | - |
dc.collections.name | Conference Papers | - |
dc.type.rims | ART | - |
dc.identifier.bibliographicCitation | PHILOSOPHICAL MAGAZINE B-PHYSICS OF CONDENSED MATTER STATISTICAL MECHANICS ELECTRONIC OPTICAL AND MAGNETIC PROPERTIES, v.77, no.5, pp.1557 - 1563 | - |
dc.identifier.wosid | 000073595300050 | - |
dc.date.tcdate | 2018-03-23 | - |
dc.citation.endPage | 1563 | - |
dc.citation.number | 5 | - |
dc.citation.startPage | 1557 | - |
dc.citation.title | PHILOSOPHICAL MAGAZINE B-PHYSICS OF CONDENSED MATTER STATISTICAL MECHANICS ELECTRONIC OPTICAL AND MAGNETIC PROPERTIES | - |
dc.citation.volume | 77 | - |
dc.contributor.affiliatedAuthor | Oh, JH | - |
dc.identifier.scopusid | 2-s2.0-0032071906 | - |
dc.description.journalClass | 1 | - |
dc.description.journalClass | 1 | - |
dc.type.docType | Article; Proceedings Paper | - |
dc.relation.journalWebOfScienceCategory | Materials Science, Multidisciplinary | - |
dc.relation.journalWebOfScienceCategory | Mechanics | - |
dc.relation.journalWebOfScienceCategory | Physics, Applied | - |
dc.relation.journalWebOfScienceCategory | Physics, Condensed Matter | - |
dc.description.journalRegisteredClass | scie | - |
dc.description.journalRegisteredClass | scopus | - |
dc.relation.journalResearchArea | Materials Science | - |
dc.relation.journalResearchArea | Mechanics | - |
dc.relation.journalResearchArea | Physics | - |
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