Probabilistic Implicational Bases in FCA and Probabilistic Bases of GCIs in 𝓔𝓛

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Contributors

Abstract

A probabilistic formal context is a triadic context whose third dimension is a set of worlds equipped with a probability measure. After a formal definition of this notion, this document introduces probability of implications, and provides a construction for a base of implications whose probability satisfy a given lower threshold. A comparison between confidence and probability of implications is drawn, which yields the fact that both measures do not coincide, and cannot be compared. Furthermore, the results are extended towards the light-weight description logic 𝓔𝓛 with probabilistic interpretations, and a method for computing a base of general concept inclusions whose probability fulfill a certain lower bound is proposed.

Details

Original languageEnglish
Title of host publicationProceedings of the 12th International Conference on Concept Lattices and their Applications (CLA 2015), Clermont-Ferrand, France
EditorsSadok Ben Yahia, Jan Konecny
PublisherCEUR-WS.org
Pages193-204
Number of pages12
Volume1466
Publication statusPublished - 13 Oct 2015
Peer-reviewedYes

Publication series

SeriesCEUR Workshop Proceedings

External IDs

ORCID /0000-0003-0219-0330/work/153109407