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http://hdl.handle.net/1942/3769
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DC Field | Value | Language |
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dc.contributor.author | PARRONDO, JMR | - |
dc.contributor.author | VAN DEN BROECK, Christian | - |
dc.date.accessioned | 2007-11-29T13:22:01Z | - |
dc.date.available | 2007-11-29T13:22:01Z | - |
dc.date.issued | 1993 | - |
dc.identifier.citation | JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 26(9). p. 2211-2223 | - |
dc.identifier.issn | 0305-4470 | - |
dc.identifier.uri | http://hdl.handle.net/1942/3769 | - |
dc.description.abstract | We review the Vapnik and Chervonenkis theorem as applied to the problem of generalization. By combining some of the technical modifications proposed in the literature we derive tighter bounds and a new version of the theorem bounding the accuracy in the estimation of generalization probabilities from finite samples. A critical discussion and comparison with the results from statistical mechanics is given. | - |
dc.language.iso | en | - |
dc.publisher | IOP PUBLISHING LTD | - |
dc.title | Vapnik-Chervonenkis bounds for generalization | - |
dc.type | Journal Contribution | - |
dc.identifier.epage | 2223 | - |
dc.identifier.issue | 9 | - |
dc.identifier.spage | 2211 | - |
dc.identifier.volume | 26 | - |
local.format.pages | 13 | - |
dc.description.notes | LIMBURGS UNIV CENTRUM,B-3590 DIEPENBEEK,BELGIUM. UNIV COMPLUTENSE,DEPT FIS APLICADA 1,E-28040 MADRID,SPAIN.PARRONDO, JMR, UNIV CALIF SAN DIEGO,DEPT CHEM,0340,LA JOLLA,CA 92093. | - |
local.type.refereed | Refereed | - |
local.type.specified | Article | - |
dc.bibliographicCitation.oldjcat | A1 | - |
dc.identifier.isi | A1993LJ58400016 | - |
item.contributor | PARRONDO, JMR | - |
item.contributor | VAN DEN BROECK, Christian | - |
item.accessRights | Closed Access | - |
item.fullcitation | PARRONDO, JMR & VAN DEN BROECK, Christian (1993) Vapnik-Chervonenkis bounds for generalization. In: JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 26(9). p. 2211-2223. | - |
item.fulltext | No Fulltext | - |
Appears in Collections: | Research publications |
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