On the probability/possibility transformations: A comparative analysis

Authors
Citation
M. Oussalah, On the probability/possibility transformations: A comparative analysis, INT J GEN S, 29(5), 2000, pp. 671-718
Citations number
27
Categorie Soggetti
Computer Science & Engineering
Journal title
INTERNATIONAL JOURNAL OF GENERAL SYSTEMS
ISSN journal
03081079 → ACNP
Volume
29
Issue
5
Year of publication
2000
Pages
671 - 718
Database
ISI
SICI code
0308-1079(2000)29:5<671:OTPTAC>2.0.ZU;2-D
Abstract
In this paper, we investigate some of the most common probability/possibili ty transformations found in the literature. Some meaningful criteria, on wh ich the performance of these transformations are evaluated and compared, wi ll be proposed. It concerns respectively the specificity order, i.e., the s pecificity Value of the resulting distributions, the strength of the prefer ence preservation, or in other words, how is the behavior of the result whe n initial points are close to each other with some strength or according to some function. The third one is related to the result of the transformatio n where initial distribution tends towards the ignorance state. Finally, we study the influence of incomplete data (subnormal distribution) to the res ult of each transformation. This analysis will be illustrated with some the oretical foundation and followed with some numerical examples.