Replica calculation of the Vapnik-Chervonenkis bound for the perceptron

Using the replica technique, we calculate the maximum difference between test and generalization error for the ensemble of all perceptrons trained by a teacher perceptron. The result is compared with the bound provided by the Vapnik-Chervonenkis theorem.

MoreLess

Year of publication:	1993
Authors:	Engel, A. ; Van den Broeck, C.
Published in:	Physica A: Statistical Mechanics and its Applications. - Elsevier, ISSN 0378-4371. - Vol. 200.1993, 1, p. 636-643
Publisher:	Elsevier

Online Resource

Check full text access |

More access options

Check Google Scholar

In libraries world-wide (WorldCat)

In German libraries (KVK)

subito order

I need help

More details

Type of publication:	Article
Source:	RePEc - Research Papers in Economics

Persistent link: https://www.econbiz.de/10010873861