Explanation, Irrelevance and Statistical Independence

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32 Scopus citations

Abstract

We evaluate current explanation schemes. These are either insufficiently general, or suffer from other serious drawbacks. We propose a domain-independent explanation system that is based on ignoring irrelevant variables in a probabilistic setting. We then prove important properties of some specific irrelevance-based schemes and discuss how to implement them.

Original languageEnglish
Title of host publicationProceedings of the 9th National Conference on Artificial Intelligence, AAAI 1991
PublisherAAAI press
Pages482-487
Number of pages6
ISBN (Electronic)0262510596, 9780262510592
StatePublished - 1 Jan 1991
Externally publishedYes
Event9th National Conference on Artificial Intelligence, AAAI 1991 - Anaheim, United States
Duration: 14 Jul 199119 Jul 1991

Publication series

NameProceedings of the 9th National Conference on Artificial Intelligence, AAAI 1991
Volume1

Conference

Conference9th National Conference on Artificial Intelligence, AAAI 1991
Country/TerritoryUnited States
CityAnaheim
Period14/07/9119/07/91

ASJC Scopus subject areas

  • Artificial Intelligence
  • Software

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