Title :
Probability measures compatible with the fuzzy Dempster-Shafer belief structure
Author :
Tang, Yong-Chuan ; Pan, Zhi-geng ; Sun, Shou-qian ; Li, Zhong-yang
Author_Institution :
Coll. of Comput. Sci., Zhejiang Univ., Hangzhou, China
Abstract :
In this paper, we show that the belief and plausibility measures defined on finite level fuzzy subset space are the lower and upper probabilities, respectively, of probability measures compatible with the fuzzy Dempster-Shafer (D-S) belief structure. We first introduce a probability measure which is additive on finite-level fuzzy sets space and show that the belief and plausibility measures determined by the fuzzy D-S belief structure are upper-additive and sub-additive, respectively. And then we discuss an objective function whose solutions correspond to a class of probability measures compatible with the fuzzy D-S belief structure. Lastly, a specific probability measure compatible with the fuzzy D-S belief structure is presented.
Keywords :
fuzzy set theory; inference mechanisms; probability; D-S belief structure; belief measures; fuzzy Dempster-Shafer belief structure; fuzzy subset space; plausibility measures; probability measures; Artificial intelligence; Computer science; Digital art; Educational institutions; Extraterrestrial measurements; Fuzzy logic; Fuzzy sets; Q measurement; Statistics; Sun;
Conference_Titel :
Machine Learning and Cybernetics, 2003 International Conference on
Print_ISBN :
0-7803-8131-9
DOI :
10.1109/ICMLC.2003.1259999