Title :
Evidential reasoning in fusion: Needs and issues
Author :
Ruspini, Enrique H.
Author_Institution :
SRI Int., Menlo Park
Abstract :
Evidential-reasoning methods, such as the Dempster-Shafer calculus of evidence, are widely applied to information fusion problems. In this paper we examine methodological requirements as well as conceptual issues that are relevant to their understanding and applicability. These matters include interpretation of its basic constructs and that of the notion of evidential independence, the characterization of generalized conditional probability relations, the definition and interpretation of conflicting evidence, and the identification and use of generalized measures of information content.
Keywords :
case-based reasoning; probability; sensor fusion; Dempster-Shafer evidence calculus; conflicting evidence interpretation; evidential reasoning methods; generalized conditional probability relations; information fusion problems; Artificial intelligence; Calculus; Decision making; Fuses; Information analysis; Intelligent structures; Probability distribution; Proposals; Sensor phenomena and characterization; Dempster-Shafer calculus of evidence; Evidence analysis; Evidential reasoning; Probabilistic reasoning; Value of information;
Conference_Titel :
Information Fusion, 2007 10th International Conference on
Conference_Location :
Quebec, Que.
Print_ISBN :
978-0-662-45804-3
Electronic_ISBN :
978-0-662-45804-3
DOI :
10.1109/ICIF.2007.4408212