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7

WEBI
2001
Springer

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On Axiomatizing Probabilistic Conditional Independencies in Bayesian Networks

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On Axiomatizing Probabilistic Conditional Independencies in Bayesian Networks

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Several researchers have suggested that Bayesian networks (BNs) should be used to manage the inherent uncertainty in information retrieval. However, it has been argued that manually constructing a large BN is a diﬃcult process. In this paper, we obtain the only minimal complete subset of the semi-graphoid axiomatization governing the independency information in a BN. This result may be useful in developing an automated BN construction procedure for information retrieval purposes.

Cory J. Butz

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Added	30 Jul 2010
Updated	30 Jul 2010
Type	Conference
Year	2001
Where	WEBI
Authors	Cory J. Butz

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