用强制模式和禁止模式生成图形的约束:在分子图中的应用

IF 0.5 4区 计算机科学 Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Constraints Pub Date : 2019-12-20 DOI:10.1007/s10601-019-09305-x
Mohamed Amine Omrani, Wady Naanaa
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引用次数: 2

摘要

尽管图被广泛用于编码和解决各种计算问题,但对约束图构造的研究却很少。目前的研究是为了阐明生成图形的问题,其中构建过程受到各种结构限制的指导,如顶点度,顶点之间的接近度,以及强制和禁止的模式。本文的主要贡献是用约束满足问题(CSP)对约束图生成问题进行了编码。这种方法是由约束规划(CP)框架中可用的一系列有效解算法驱动的。获得的编码产生了CP-MolGen程序,这是一个新的开源程序,专门用于生成带有强制片段和禁止片段的分子图。在几个实际分子图生成实例上的实验结果表明了该程序的有效性和效率,特别是禁止循环模式作为诱导子图的好处。
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Constraints for generating graphs with imposed and forbidden patterns: an application to molecular graphs
Although graphs are widely used to encode and solve various computational problems, little research exists on constrained graph construction. The current research was carried out to shed light on the problem of generating graphs, where the construction process is guided by various structural restrictions, like vertex degrees, proximity among vertices, and imposed and forbidden patterns. The main contribution of this paper is an encoding of the constrained graph generation problem in terms of a constraint satisfaction problem (CSP). This approach is motivated by the flurry of efficient solution algorithms available within the constraint programming (CP) framework. The obtained encoding has given rise to the CP-MolGen program, a new open source program dedicated to the generation of molecular graphs with imposed and forbidden fragments. Experimental results on several real-world molecular graph generation instances have shown the effectiveness and efficiency of the proposed program, especially the benefits of forbidding cyclic patterns as induced subgraphs.
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来源期刊
Constraints
Constraints 工程技术-计算机:理论方法
CiteScore
2.20
自引率
0.00%
发文量
17
审稿时长
>12 weeks
期刊介绍: Constraints provides a common forum for the many disciplines interested in constraint programming and constraint satisfaction and optimization, and the many application domains in which constraint technology is employed. It covers all aspects of computing with constraints: theory and practice, algorithms and systems, reasoning and programming, logics and languages.
期刊最新文献
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