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"Statistical" First Order Conditionals

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

1 Scopus citations

Abstract

A first-order conditional logic is defined in which conditionals such as α→β are interpreted as saying that most/normal/typical objects which satisfy α satisfy β as well. This qualitative statistical interpretation is achieved by imposing additional structure on the domain of a single first-order model in the form of an ordering over domain elements and tuples, α→β then holds if all objects with property α whose ranking is minimal satisfy β as well. These minimally ranked objects represent the typical or common objects having the property α. This semantics differs from that of the more common subjective interpretation of conditionals over sets of standard first-order structures, and it provides a more natural way of modeling qualitative statistical statements, such as "most birds fly," or "normal birds fly." We provide a sound and complete axiomatization of this logic as well as a probabilistic semantics for it.

Original languageEnglish
Title of host publicationProceedings of the 5th International Conference on Principles of Knowledge Representation and Reasoning, KR 1996
EditorsLuigia Carlucci Aiello, Jon Doyle, Stuart C. Shapiro
PublisherAssociation for the Advancement of Artificial Intelligence
Pages398-409
Number of pages12
ISBN (Electronic)1558604219, 9781558604216
StatePublished - 1 Jan 1996
Externally publishedYes
Event5th International Conference on Principles of Knowledge Representation and Reasoning, KR 1996 - Cambridge, United States
Duration: 5 Nov 19968 Nov 1996

Publication series

NameProceedings of the International Conference on Knowledge Representation and Reasoning
ISSN (Print)2334-1025
ISSN (Electronic)2334-1033

Conference

Conference5th International Conference on Principles of Knowledge Representation and Reasoning, KR 1996
Country/TerritoryUnited States
CityCambridge
Period5/11/968/11/96

ASJC Scopus subject areas

  • Software
  • Logic

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