Evidential relaxation labeling scheme to perform non-monotonic and uncertain reasoning

Wei Chang Lin*, Von Wun Soo

*Corresponding author for this work

Research output: Contribution to journalJournal Article peer-review

Abstract

To formulate common sense reasoning, the two most important elements are non-monotonic and uncertain reasoning. Traditional methods of formulating these two types of reasoning have been either from logical approaches or statistical approaches. In this paper, we propose a scheme called the evidential relaxation labeling (EVRL) scheme which can integrate both types of reasoning within one framework. The EVRL scheme is based on the Dempster-Shafer theory. The Dempster-Shafer theory was originally devised for uncertain reasoning, and we had shown its application in another paper[1]. We emphasize, therefore, how the EVRL scheme can be used to perform non-monotonic reasoning. In particular, we show how Reiter's interacting default problems can be reformulated within the EVRL scheme.

Original languageEnglish
Pages (from-to)159-176
Number of pages18
JournalJournal of Information Science and Engineering
Volume10
Issue number2
StatePublished - 06 1994
Externally publishedYes

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