Measurement of possibility distributions

Citation
Lm. De Campos et Jf. Huete, Measurement of possibility distributions, INT J GEN S, 30(3), 2001, pp. 309-346
Citations number
46
Categorie Soggetti
Computer Science & Engineering
Journal title
INTERNATIONAL JOURNAL OF GENERAL SYSTEMS
ISSN journal
03081079 → ACNP
Volume
30
Issue
3
Year of publication
2001
Pages
309 - 346
Database
ISI
SICI code
0308-1079(2001)30:3<309:MOPD>2.0.ZU;2-Y
Abstract
The problem of assessing numerical values of possibility distributions is c onsidered in the paper. Particularly, we are interested in estimating the p ossibility values from a data set. The proposed estimation methods are base d on the idea of transforming a probability distribution (obtained from the data set) into a possibility one. They also take into account that smaller data base size involve a greater uncertainty about the model and therefore , less precise assessments should be obtained in such cases. Moreover, in o rder to validate the estimated joint possibility distribution, a set of pro perties which guarantee that we obtain reasonable results will be studied. Finally, we are interested in analyzing the feasibility of the decisions or the conclusions that can be obtained by manipulating the estimated possibi lity distribution, so that some of the properties of this distribution, aft er applying to it the marginalization and conditioning operators, are also studied.