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http://hdl.handle.net/1942/3529
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DC Field | Value | Language |
---|---|---|
dc.contributor.author | BOUTEN, Marcus | - |
dc.contributor.author | SCHIETSE, J | - |
dc.contributor.author | VAN DEN BROECK, Christian | - |
dc.date.accessioned | 2007-11-28T17:03:22Z | - |
dc.date.available | 2007-11-28T17:03:22Z | - |
dc.date.issued | 1995 | - |
dc.identifier.citation | PHYSICAL REVIEW E, 52(2). p. 1958-1967 | - |
dc.identifier.issn | 1063-651X | - |
dc.identifier.uri | http://hdl.handle.net/1942/3529 | - |
dc.description.abstract | We present a streamlined formalism which reduces the calculation of the generalization error for a perceptron, trained on random examples generated by a teacher perceptron, to a matter of simple algebra. The method is valid whenever the student perceptron can be identified as the unique minimum of a specific cost function. The asymptotic generalization error is calculated explicitly for a broad class of cost functions, and a specific cost function is singled out that leads to a generalization error extremely close to the one of the Bayes classifier. | - |
dc.language.iso | en | - |
dc.publisher | AMERICAN PHYSICAL SOC | - |
dc.title | GRADIENT DESCENT LEARNING IN PERCEPTRONS - A REVIEW OF ITS POSSIBILITIES | - |
dc.type | Journal Contribution | - |
dc.identifier.epage | 1967 | - |
dc.identifier.issue | 2 | - |
dc.identifier.spage | 1958 | - |
dc.identifier.volume | 52 | - |
local.format.pages | 10 | - |
dc.description.notes | BOUTEN, M, LIMBURGS UNIV CENTRUM,UNIV CAMPUS,B-3590 DIEPENBEEK,BELGIUM. | - |
local.type.refereed | Refereed | - |
local.type.specified | Article | - |
dc.bibliographicCitation.oldjcat | A1 | - |
dc.identifier.doi | 10.1103/PhysRevE.52.1958 | - |
dc.identifier.isi | A1995RQ37700082 | - |
item.accessRights | Closed Access | - |
item.contributor | BOUTEN, Marcus | - |
item.contributor | SCHIETSE, J | - |
item.contributor | VAN DEN BROECK, Christian | - |
item.fulltext | No Fulltext | - |
item.fullcitation | BOUTEN, Marcus; SCHIETSE, J & VAN DEN BROECK, Christian (1995) GRADIENT DESCENT LEARNING IN PERCEPTRONS - A REVIEW OF ITS POSSIBILITIES. In: PHYSICAL REVIEW E, 52(2). p. 1958-1967. | - |
Appears in Collections: | Research publications |
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