ON THE EVIDENCE INFERENCE THEORY

Citation
Yg. Wu et Lj. Yang Jy",keliu,"liu, ON THE EVIDENCE INFERENCE THEORY, Information sciences, 89(3-4), 1996, pp. 245-260
Citations number
8
Categorie Soggetti
Information Science & Library Science","Computer Science Information Systems
Journal title
ISSN journal
00200255
Volume
89
Issue
3-4
Year of publication
1996
Pages
245 - 260
Database
ISI
SICI code
0020-0255(1996)89:3-4<245:OTEIT>2.0.ZU;2-Q
Abstract
The Dempster-Shafer theory of evidence reasoning (D-S theory) has been widely discussed and used recently, because it is a reasonable, conve nient, and promising method to combine uncertain information from disp arate sources with different levels of abstraction. On the other hand, the D-S theory has sparked considerable debate among statisticians an d knowledge engineers. The theory has been criticized and debated upon its behavior and attributes, such as high computational complexity, e vidence independency requirement in its combination rule, etc. some pr incipal problems of the D-S theory are discussed in the paper. The rel ationship of the D-S theory and the classical probability theory is an alyzed first, and then a generalized evidence combination formula rela xing the requirement of evidence independency is presented, which make s the D-S theory more realistic to applications.