A statistical-fuzzy perceptron

Authors
Andrecut, M
Citation
M. Andrecut, A statistical-fuzzy perceptron, MOD PHY L B, 13(1), 1999, pp. 33-41
Citations number
6
Categorie Soggetti
Apllied Physucs/Condensed Matter/Materiales Science
Journal title
MODERN PHYSICS LETTERS B
ISSN journal
02179849 → ACNP
Volume
13
Issue
1
Year of publication
1999
Pages
33 - 41
Database
ISI
SICI code
0217-9849(19990110)13:1<33:ASP>2.0.ZU;2-I
Abstract
An optimal statistical perceptron algorithm is derived using the Bayes clas sification theory. The described algorithm is able to construct an optimal classification hyperplane for separable and nonseparable classes. The descr ibed algorithm can be easily improved by imposing a simple fuzzyfication sc heme of the training sets.