Possibility Theory versus Probability Theory in Fuzzy Measure Theory

The purpose of this paper is to compare probability theory with possibility theory, and to use this comparison in comparing probability theory with fuzzy set theory. The best way of comparing probabilistic and possibilistic conceptualizations of uncertainty is to examine the two theories from a broader perspective. Such a perspective is offered by evidence theory, within which probability theory and possibility theory are recognized as special branches. While the various characteristic of possibility theory within the broader framework of evidence theory are expounded in this paper, we need to introduce their probabilistic counterparts to facilitate our discussion.

[1]  George J. Klir,et al.  Fuzzy sets and fuzzy logic - theory and applications , 1995 .

[2]  Henri Prade,et al.  What are fuzzy rules and how to use them , 1996, Fuzzy Sets Syst..

[3]  David Rudd,et al.  A Problem in Probability. , 1974 .

[4]  Didier Dubois,et al.  Handling uncertainty with possibility theory and fuzzy sets in a satellite fault diagnosis application , 1996, IEEE Trans. Fuzzy Syst..

[5]  L. Zadeh Fuzzy sets as a basis for a theory of possibility , 1999 .

[6]  G. Choquet Theory of capacities , 1954 .

[7]  菅野 道夫,et al.  Theory of fuzzy integrals and its applications , 1975 .

[8]  Dimitar P. Filev,et al.  Fuzzy SETS AND FUZZY LOGIC , 1996 .

[9]  B. R. Gaines,et al.  POSSIBLE AUTOMATA , 2012 .

[10]  G. Klir,et al.  PROBABILITY-POSSIBILITY TRANSFORMATIONS: A COMPARISON , 1992 .

[11]  Glenn Shafer,et al.  A Mathematical Theory of Evidence , 2020, A Mathematical Theory of Evidence.

[12]  Arthur P. Dempster,et al.  Upper and Lower Probabilities Induced by a Multivalued Mapping , 1967, Classic Works of the Dempster-Shafer Theory of Belief Functions.

[13]  D. Dubois,et al.  On Possibility/Probability Transformations , 1993 .

[14]  M. Puri,et al.  A possibility measure is not a fuzzy measure , 1982 .

[15]  George J. Klir,et al.  A MATHEMATICAL ANALYSIS OF INFORMATION-PRESERVING TRANSFORMATIONS BETWEEN PROBABILISTIC AND POSSIBILISTIC FORMULATIONS OF UNCERTAINTY , 1992 .

[16]  Sang Joon Kim,et al.  A Mathematical Theory of Communication , 2006 .

[17]  George J. Klir,et al.  A principle of uncertainty and information invariance , 1990 .