Germane Conflicts: Desirable Properties for Localising Inconsistency
DOI:
https://doi.org/10.1609/aaai.v39i14.33627Abstract
Inconsistency is a common problem in knowledge, and so there is a need to analyse it. Inconsistency measures assess its severity, but there is a more basic question: "where is the inconsistency?". Typically, not all subsets of a knowledgebase are causing the inconsistency, and minimal inconsistent sets have been the standard way to localise the germane ones, even though there are shortcomings in some scenarios. Recently, ⋆-conflicts were proposed as a more suitable definition to localise inconsistency when considering a method to repair it. But in general there is no way to tell what is a sensible definition to capture the germane conflicts. This work provides a set of desirable properties to assess definitions for germane conflicts. Also, a new conflict definition, based on substitution, is presented and evaluated via the proposed properties, and the related computational complexity is analysed.Downloads
Published
2025-04-11
How to Cite
de Bona, G., & Hunter, A. (2025). Germane Conflicts: Desirable Properties for Localising Inconsistency. Proceedings of the AAAI Conference on Artificial Intelligence, 39(14), 14840–14847. https://doi.org/10.1609/aaai.v39i14.33627
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Section
AAAI Technical Track on Knowledge Representation and Reasoning