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 :
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