A Measure of Arbitrariness in Abductive Explanations

作者:Caroprese Luciano*; Trubitsyna Irina; Truszczynski Miroslaw
来源:Theory and Practice of Logic Programming, 2014, 14(4-5): 665-679.
DOI:10.1017/S1471068414000271

摘要

We study the framework of abductive logic programming extended with integrity constraints. For this framework, we introduce a new measure of the simplicity of an explanation based on its degree of arbitrariness: the more arbitrary the explanation, the less appealing it is, with explanations having no arbitrariness - they are called constrained - being the preferred ones. In the paper, we study basic properties of constrained explanations. For the case when programs in abductive theories are stratified we establish results providing a detailed picture of the complexity of the problem to decide whether constrained explanations exist.

  • 出版日期2014-7