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http://hdl.handle.net/1942/3789
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DC Field | Value | Language |
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dc.contributor.author | BOUTEN, Marcus | - |
dc.contributor.author | VAN DEN BROECK, Christian | - |
dc.date.accessioned | 2007-11-29T13:39:14Z | - |
dc.date.available | 2007-11-29T13:39:14Z | - |
dc.date.issued | 1994 | - |
dc.identifier.citation | EUROPHYSICS LETTERS, 26(1). p. 69-74 | - |
dc.identifier.issn | 0295-5075 | - |
dc.identifier.uri | http://hdl.handle.net/1942/3789 | - |
dc.description.abstract | We calculate the generalization error for the nearest-neighbour classifier based on a set of random examples generated by a teacher perceptron. Explicit results are given for dimensions N = 2, N = 3 and N --> infinity. For a natural extension of the nearest-neighbour rule which includes the k-nearest-neighbour rule and the Hebbian perceptron as particular cases it is found that the Hebbian perceptron gives the smallest generalization error. | - |
dc.language.iso | en | - |
dc.publisher | EDITIONS PHYSIQUE | - |
dc.title | NEAREST-NEIGHBOR CLASSIFIER FOR THE PERCEPTRON | - |
dc.type | Journal Contribution | - |
dc.identifier.epage | 74 | - |
dc.identifier.issue | 1 | - |
dc.identifier.spage | 69 | - |
dc.identifier.volume | 26 | - |
local.format.pages | 6 | - |
dc.description.notes | BOUTEN, M, LIMBURGS UNIV CENTRUM,B-3610 DIEPENBEEK,BELGIUM. | - |
local.type.refereed | Refereed | - |
local.type.specified | Article | - |
dc.bibliographicCitation.oldjcat | A1 | - |
dc.identifier.isi | A1994NH19100012 | - |
item.accessRights | Closed Access | - |
item.contributor | BOUTEN, Marcus | - |
item.contributor | VAN DEN BROECK, Christian | - |
item.fulltext | No Fulltext | - |
item.fullcitation | BOUTEN, Marcus & VAN DEN BROECK, Christian (1994) NEAREST-NEIGHBOR CLASSIFIER FOR THE PERCEPTRON. In: EUROPHYSICS LETTERS, 26(1). p. 69-74. | - |
Appears in Collections: | Research publications |
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