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http://hdl.handle.net/1942/3769| Title: | VAPNIK-CHERVONENKIS BOUNDS FOR GENERALIZATION | Authors: | PARRONDO, JMR VAN DEN BROECK, Christian |
Issue Date: | 1993 | Publisher: | IOP PUBLISHING LTD | Source: | JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 26(9). p. 2211-2223 | 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. | 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. | Document URI: | http://hdl.handle.net/1942/3769 | ISI #: | A1993LJ58400016 | Type: | Journal Contribution |
| Appears in Collections: | Research publications |
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