Merging Locally Correct Knowledge Bases: A Preliminary Report

Details Merging Locally Correct Knowledge Bases: A Preliminary Report Merging Locally Correct Knowledge Bases: A Preliminary Report

2002-12-28

arxiv.org/abs/cs/0212053v1

Computer Science

Artificial Intelligence

Scientific paper

Belief integration methods are often aimed at deriving a single and consistent knowledge base that retains as much as possible of the knowledge bases to integrate. The rationale behind this approach is the minimal change principle: the result of the integration process should differ as less as possible from the knowledge bases to integrate. We show that this principle can be reformulated in terms of a more general model of belief revision, based on the assumption that inconsistency is due to the mistakes the knowledge bases contain. Current belief revision strategies are based on a specific kind of mistakes, which however does not include all possible ones. Some alternative possibilities are discussed.

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