DDLV:一个数据日志的合理优先推理系统

Q3 Social Sciences
Michael Harrison, T. Meyer
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引用次数: 0

摘要

Datalog是一种强大的语言,可用于表示显式知识和计算知识库中的推论。然而,Datalog不能代表或解释相互矛盾的规则。这是一个限制,因为矛盾经常出现在包含异常的领域中。在本文中,我们扩展了Datalog来表示矛盾和可否定的信息。定义了一种对Datalog中矛盾信息进行有效推理的方法,并证明了该方法满足KLM对合理推理关系的要求。我们介绍了dddlv,一个可行的数据推理系统,实现了这种方法。最后,对DDLV的性能进行了评价。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
DDLV: A System for rational preferential reasoning for datalog
Datalog is a powerful language that can be used to represent explicit knowledge and compute inferences in knowledge bases. Datalog cannot, however, represent or reason about contradictory rules. This is a limitation as contradictions are often present in domains that contain exceptions. In this paper, we extend Datalog to represent contradictory and defeasible information. We define an approach to efficiently reason about contradictory information in Datalog and show that it satisfies the KLM requirements for a rational consequence relation. We introduce DDLV, a defeasible Datalog reasoning system that implements this approach. Finally, we evaluate the performance of DDLV.
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来源期刊
South African Computer Journal
South African Computer Journal Social Sciences-Education
CiteScore
1.30
自引率
0.00%
发文量
10
审稿时长
24 weeks
期刊介绍: The South African Computer Journal is specialist ICT academic journal, accredited by the South African Department of Higher Education and Training SACJ publishes research articles, viewpoints and communications in English in Computer Science and Information Systems.
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