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Article . 1992 . Peer-reviewed
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image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
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Article . 1992
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On the Axiomization of Conditional Independence

On the axiomization of conditional independence
Authors: An, Z.; Bell, D. A.; Hughes, J. G.;

On the Axiomization of Conditional Independence

Abstract

Presents an investigation of some aspects of the axiomization of conditional independence of probability. Contributes to the understanding of Pearl's completeness conjecture and identifies a direction for revision which could remove some of the difficulties of Pearl's axiom set, but this alternative is not without its own difficulties. This approach largely simplifies the definition of conditional independence. Then shows the completeness conjecture to be incorrect by presenting counter examples; a new axiom based on the counter examples follows. Discusses the reason for the conjecture being incorrect. Notes that an alternative conjecture could be suggested, but this raises many new questions and increases complexity. Finally, shows that “the disjointness condition on variable sets” is in fact necessary. Concludes that while the axiomization of conditional independence has attractions, it is probably too complex to be pragmatic. Suggests an alternative way forward in inexact reasoning.

Related Organizations
Keywords

Knowledge representation, conditional independence, probabilistic reasoning methods, Theorem proving (deduction, resolution, etc.)

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
3
Average
Average
Average
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