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  Probabilistic Reasoning in Terminological Logics

Jaeger, M. (1994). Probabilistic Reasoning in Terminological Logics. In J. Doyle, E. Sandewall, & P. Torasso (Eds.), Principles of Knowledge Representation an Reasoning: Proceedings of the 4th International Conference (KR94) (pp. 305-316). San Mateo, CA: Morgan Kaufmann.

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Item Permalink: https://hdl.handle.net/11858/00-001M-0000-0014-AD98-5 Version Permalink: https://hdl.handle.net/11858/00-001M-0000-0014-AD99-3
Genre: Conference Paper

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 Creators:
Jaeger, Manfred1, Author           
Affiliations:
1Programming Logics, MPI for Informatics, Max Planck Society, ou_40045              

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 Abstract: In this paper a probabilistic extensions for terminological knowledge representation languages is defined. Two kinds of probabilistic statements are introduced: statements about conditional probabilities between concepts and statements expressing uncertain knowledge about a specific object. The usual model-theoretic semantics for terminological logics are extended to define interpretations for the resulting probabilistic language. It is our main objective to find an adequate modelling of the way the two kinds of probabilistic knowledge are combined in commonsense inferences of probabilistic statements. Cross entropy minimization is a technique that turns out to be very well suited for achieving this end.

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Language(s): eng - English
 Dates: 2010-03-121994
 Publication Status: Issued
 Pages: -
 Publishing info: San Mateo, CA : Morgan Kaufmann
 Table of Contents: -
 Rev. Type: -
 Identifiers: eDoc: 519517
Other: Local-ID: C1256104005ECAFC-55A6319A964B2633C125614400622877-Jaeger94a
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Title: Untitled Event
Place of Event: Bonn, Germany
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Title: Principles of Knowledge Representation an Reasoning: Proceedings of the 4th International Conference (KR94)
Source Genre: Proceedings
 Creator(s):
Doyle, J., Editor
Sandewall, E., Editor
Torasso, P., Editor
Affiliations:
-
Publ. Info: San Mateo, CA : Morgan Kaufmann
Pages: - Volume / Issue: - Sequence Number: - Start / End Page: 305 - 316 Identifier: -