最小不满意度:模型、算法和应用(特邀论文)

Joao Marques-Silva
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引用次数: 57

摘要

对现实世界问题进行建模和推理的任务通常涉及分析过度约束的表示,其中并不是一个问题的所有约束都可以同时得到满足。在很多情况下都需要分析过度约束(或不满意)的问题,包括数据和知识库、人工智能、应用形式化方法、运筹学和描述逻辑。在大多数情况下,要解决的问题与某种形式的最小不可满足性有关,即解释不可满足性的一组不可约的约束。本文概述了布尔逻辑中与最小不可满足性相关的一些计算问题,包括一个最小不可满足子公式的识别和所有最小不可满足子公式的识别。此外,本文还简要概述了最小不满意度的实际应用。最后,本文重点介绍了最近在其他领域对最小不满意性的研究。
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Minimal Unsatisfiability: Models, Algorithms and Applications (Invited Paper)
The task of modeling and reasoning about real-world problems often involves analyzing overconstrained representations, where not all constraints of a problem can be simultaneously satisfied. The need to analyze over-constrained (or unsatisfiable) problems occurs in many settings, including data and knowledge bases, artificial intelligence, applied formal methods, operations research and description logics. In most cases, the problem to solve is related with some form of minimal unsatisfiability, i.e. an irreducible set of constraints that explains unsatisfiability. This paper provides an overview of some of the computational problems related with minimal unsatisfiability in Boolean logic, including the identification of one minimal unsatisfiable sub-formula and the identification of all minimal unsatisfiable sub-formulas. In addition, the paper briefly overviews practical applications of minimal unsatisfiability. Finally, the paper highlights recent work on minimal unsatisfiability in other domains.
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