Replica calculation of the Vapnik-Chervonenkis bound for the perceptron

A. Engel and C. Van den Broeck

Physica A: Statistical Mechanics and its Applications, 1993, vol. 200, issue 1, 636-643

Abstract: 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.

Date: 1993
References: View complete reference list from CitEc
Citations: View citations in EconPapers (2)

Downloads: (external link)
http://www.sciencedirect.com/science/article/pii/037843719390570T
Full text for ScienceDirect subscribers only. Journal offers the option of making the article available online on Science direct for a fee of $3,000

Related works:
This item may be available elsewhere in EconPapers: Search for items with the same title.

Export reference: BibTeX RIS (EndNote, ProCite, RefMan) HTML/Text

Persistent link: https://EconPapers.repec.org/RePEc:eee:phsmap:v:200:y:1993:i:1:p:636-643

DOI: 10.1016/0378-4371(93)90570-T

Access Statistics for this article

Physica A: Statistical Mechanics and its Applications is currently edited by K. A. Dawson, J. O. Indekeu, H.E. Stanley and C. Tsallis

More articles in Physica A: Statistical Mechanics and its Applications from Elsevier
Bibliographic data for series maintained by Catherine Liu ().