Transactions of the Japanese Society for Artificial Intelligence
Online ISSN : 1346-8030
Print ISSN : 1346-0714
ISSN-L : 1346-0714
Technical Papers
On A Linear Representation For Quantitative Belief Revision
Akira FusaokaSatoshi Hiratsuka
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2003 Volume 18 Issue 2 Pages 75-85

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Abstract
In this paper, we present a method to deal with the quantitative belief change based on linear algebra. Since the epistemic state of an agent is represented by a set of the subjective probability which she conceived for each possible world, we can regard this epistemic state as a point of vector space spanned by the basis of possible worlds. The knowledge which causes the belief change is treated as a matrix on this vector space. The observation of the new fact about the current world is characterized as a projection matrix. On the other hand, the knowledge about the world change is represented by a stochastic matrix. In this framework, we present a unified method of belief change both for propositional and probabilistic knowledge so that the logical or probabilistic reasoning in the process of the belief revision and update is reduced to the matrix calculation.
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© 2003 JSAI (The Japanese Society for Artificial Intelligence)
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