Citation
G. Jung et M. Opper, SELECTION OF EXAMPLES FOR A LINEAR CLASSIFIER, Journal of physics. A, mathematical and general, 29(7), 1996, pp. 1367-1380
Citations number
25
Categorie Soggetti
Physics
Journal title
ISSN journal
03054470
Volume
29
Issue
7
Year of publication
1996
Pages
1367 - 1380
Database
ISI
SICI code
0305-4470(1996)29:7<1367:SOEFAL>2.0.ZU;2-7
Abstract
We investigate the problem of selecting an informative subsample out o
f a neural network's training data. Using the replica method of statis
tical mechanics, we calculate the performance of a heuristic selection
algorithm for a linear neural network which avoids overfitting.