An Algorithmic Study of Kernel Contraction in EL
نویسنده
چکیده
Kernel contraction is an interesting problem that can be considered a step towards belief revision. Kernels were introduced as a tool to determine why a given belief is accepted by the knowledge base. The aim of using kernels is to invalidate the reasons why that given belief is accepted, and hence rejecting that belief. We use Description Logic EL for two reasons: it is used in some large knowledge base applications, and it has a polynomialtime reasoning algorithm. In this study we introduce an algorithm that performs kernel contraction by reduction to the network-flow problem. We evaluate the rationality of the algorithm by applying postulates that govern kernel contraction. We also explain two heuristics: localization and specificity, that can be used to arrive at more reasonable and common-sense solutions. We will also be focusing on the complexity of the algorithms as an indicator of their feasibility.
منابع مشابه
A Study of Kernel Contraction in EL
An intelligent agent must be able to change its beliefs in a rational manner and with a plausible outcome. While the central belief change theories have well-developed formal characterisations, there has been limited work on applying these theories in a practical setting. In this paper we examine belief base contraction, specifically kernel contraction, in the framework of the description logic...
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