基于半自动方法构建程序的答案集编程方法

Flavio Everardo , Mauricio Osorio
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引用次数: 1

摘要

答案集编程(ASP)是一种成功的基于规则的形式化方法,用于建模和解决知识密集型组合(优化)问题。尽管它在学术界和工业界都取得了成功,但像自动源代码优化和软件工程这样的开放挑战仍然存在。这是因为与等价表示相比,编码到ASP中的问题可能没有期望的求解性能。在这两个挑战的激励下,本文有三个主要贡献。首先,在忠实于现有方法的基础上,提出了ASP程序实现方法的开发过程。其次,我们从开发过程中提出作为基础的ASP编码。第三,我们演示了使用ASP来反转标准求解过程。也就是说,提前知道答案集,并期望强等效性质,“我们”详尽地重建ASP程序,如果它们存在的话。本文最初的动机是寻找表示新聚合算子语义的命题公式(如果存在的话)。特别是奇偶聚合。这种聚合是对xorro中已经存在的奇偶校验(xor)约束的改进,xorro缺乏表达性,尽管这些约束非常适合抽样或模型计数等推理模式。为此,这个扩展版本涵盖了奇偶约束和xorro系统的基本原理。因此,我们在示例和建议的方法中对宇称约束进行了更多的研究。最后,我们通过展示唯一可用的表示来讨论我们的结果,该表示满足与经典逻辑xor算子不同的性质,并且与xor算子的奇偶约束语义一致。
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Towards an Answer Set Programming Methodology for Constructing Programs Following a Semi-Automatic Approach – Extended and Revised version

Answer Set Programming (ASP) is a successful rule-based formalism for modeling and solving knowledge-intense combinatorial (optimization) problems. Despite its success in both academic and industry, open challenges like automatic source code optimization, and software engineering remains. This is because a problem encoded into an ASP might not have the desired solving performance compared to an equivalent representation. Motivated by these two challenges, this paper has three main contributions. First, we propose a developing process towards a methodology to implement ASP programs, being faithful to existing methods. Second, we present ASP encodings that serve as the basis from the developing process. Third, we demonstrate the use of ASP to reverse the standard solving process. That is, knowing answer sets in advance, and desired strong equivalent properties, “we” exhaustively reconstruct ASP programs if they exist. This paper was originally motivated by the search of propositional formulas (if they exist) that represent the semantics of a new aggregate operator. Particularly, a parity aggregate. This aggregate comes as an improvement from the already existing parity (xor) constraints from xorro, where lacks expressiveness, even though these constraints fit perfectly for reasoning modes like sampling or model counting. To this end, this extended version covers the fundaments from parity constraints as well as the xorro system. Hence, we delve a little more in the examples and the proposed methodology over parity constraints. Finally, we discuss our results by showing the only representation available, that satisfies different properties from the classical logic xor operator, which is also consistent with the semantics of parity constraints from xorro.

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Electronic Notes in Theoretical Computer Science
Electronic Notes in Theoretical Computer Science Computer Science-Computer Science (all)
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