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» The Complexity of Belief Update
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ICTAI
2006
IEEE
15 years 5 months ago
Belief Update in Bayesian Networks Using Uncertain Evidence
This paper reports our investigation on the problem of belief update in Bayesian networks (BN) using uncertain evidence. We focus on two types of uncertain evidences, virtual evid...
Rong Pan, Yun Peng, Zhongli Ding
JAIR
2011
144views more  JAIR 2011»
14 years 6 months ago
Iterated Belief Change Due to Actions and Observations
In action domains where agents may have erroneous beliefs, reasoning about the effects of actions involves reasoning about belief change. In this paper, we use a transition system...
Aaron Hunter, James P. Delgrande
CIA
2008
Springer
15 years 1 months ago
A Formal Approach to Aggregated Belief Formation
Abstract. This paper introduces a formal method to aggregate over basic beliefs, in order to deduce aggregated or complex beliefs as often used in applications. Complex beliefs can...
Annerieke Heuvelink, Michel C. A. Klein, Jan Treur
IJAR
2000
140views more  IJAR 2000»
14 years 11 months ago
Belief updating in multiply sectioned Bayesian networks without repeated local propagations
Multiply sectioned Bayesian networks (MSBNs) provide a coherent and flexible formalism for representing uncertain knowledge in large domains. Global consistency among subnets in a...
Yang Xiang
110
Voted
CLIMA
2006
15 years 27 days ago
Belief Updating by Communication Channel
In this paper, we introduce the notion of communication channel into a multiagent system. We formalize the system in term of logic with Belief modality, where each possible world i...
Shingo Hagiwara, Mikito Kobayashi, Satoshi Tojo