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A New Approach to Belief Modeling

Authors :
Tetsuya Murai
Tu Bao Ho
Yoshiteru Nakamori
Van-Nam Huynh
Source :
Lecture Notes in Computer Science ISBN: 9783540209652, FoIKS
Publication Year :
2004
Publisher :
Springer Berlin Heidelberg, 2004.

Abstract

It has been shown that, despite the differences in approach and interpretation, all belief function based models without the so-called dynamic component lead essentially to mathematically equivalent theories – at least in the finite case. In this paper, we first argue that at the logical level these models seem to share a common formal framework and various interpretations just come at the epistemic level. We then introduce a framework for belief modeling formally based on Dempster’s structure with adopting Smets’ view of the origin of beliefs. It is shown that the proposed model is more general than previous models, and may provide a suitable unified framework for belief modeling.

Details

ISBN :
978-3-540-20965-2
ISBNs :
9783540209652
Database :
OpenAIRE
Journal :
Lecture Notes in Computer Science ISBN: 9783540209652, FoIKS
Accession number :
edsair.doi...........b2f26ac733fc0e77a3606fc68c7d4a80