IDENTIFICATION METHOD OF POSSIBILITY DISTRIBUTIONS AND ITS APPLICATION TO DISCRIMINANT-ANALYSIS

Citation
H. Tanaka et al., IDENTIFICATION METHOD OF POSSIBILITY DISTRIBUTIONS AND ITS APPLICATION TO DISCRIMINANT-ANALYSIS, Fuzzy sets and systems, 58(1), 1993, pp. 41-50
Citations number
10
Categorie Soggetti
Computer Sciences, Special Topics","System Science",Mathematics,"Computer Applications & Cybernetics","Statistic & Probability",Mathematics
Journal title
ISSN journal
01650114
Volume
58
Issue
1
Year of publication
1993
Pages
41 - 50
Database
ISI
SICI code
0165-0114(1993)58:1<41:IMOPDA>2.0.ZU;2-6
Abstract
This paper proposes an identification method of possibility distributi ons based on the data given by experts and leads to a possibility disc riminant rule from the viewpoint of possibility distributions. Since t he proposed method resorts to linear programming, possibility distribu tions defined as quadratic functions can easily be obtained. This meth od is used to construct if-then rules. The possibility discriminant ru le corresponds to Bayes' discriminant rule based on probability distri butions. To illustrate the proposed method, a discriminant problem is shown as a numerical example.