DocumentCode
567506
Title
On the validity of Dempster-Shafer Theory
Author
Dezert, Jean ; Wang, Pei ; Tchamova, Albena
Author_Institution
French Aerosp. Lab., ONERA, Palaiseau, France
fYear
2012
fDate
9-12 July 2012
Firstpage
655
Lastpage
660
Abstract
We challenge the validity of Dempster-Shafer Theory by using an emblematic example to show that DS rule produces counter-intuitive result. Further analysis reveals that the result comes from a understanding of evidence pooling which goes against the common expectation of this process. Although DS theory has attracted some interest of the scientific community working in information fusion and artificial intelligence, its validity to solve practical problems is problematic, because it is not applicable to evidences combination in general, but only to a certain type situations which still need to be clearly identified.
Keywords
belief maintenance; inference mechanisms; DS rule; Dempster-Shafer theory; artificial intelligence; belief functions theory; evidence pooling; evidence theory; information fusion; scientific community; Bayesian methods; Cognition; Context; Electronic mail; Medical diagnostic imaging; Medical services; Semantics; DST; Dempster-Shafer Theory; Mathematical Theory of Evidence; belief functions;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Fusion (FUSION), 2012 15th International Conference on
Conference_Location
Singapore
Print_ISBN
978-1-4673-0417-7
Electronic_ISBN
978-0-9824438-4-2
Type
conf
Filename
6289865
Link To Document