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  • 标题:Submodular Functions and Valued Constraint Satisfaction Problems over Infinite Domains
  • 本地全文:下载
  • 作者:Manuel Bodirsky ; Marcello Mamino ; Caterina Viola
  • 期刊名称:LIPIcs : Leibniz International Proceedings in Informatics
  • 电子版ISSN:1868-8969
  • 出版年度:2018
  • 卷号:119
  • 页码:1-22
  • DOI:10.4230/LIPIcs.CSL.2018.12
  • 出版社:Schloss Dagstuhl -- Leibniz-Zentrum fuer Informatik
  • 摘要:Valued constraint satisfaction problems (VCSPs) are a large class of combinatorial optimisation problems. It is desirable to classify the computational complexity of VCSPs depending on a fixed set of allowed cost functions in the input. Recently, the computational complexity of all VCSPs for finite sets of cost functions over finite domains has been classified in this sense. Many natural optimisation problems, however, cannot be formulated as VCSPs over a finite domain. We initiate the systematic investigation of infinite-domain VCSPs by studying the complexity of VCSPs for piecewise linear homogeneous cost functions. We remark that in this paper the infinite domain will always be the set of rational numbers. We show that such VCSPs can be solved in polynomial time when the cost functions are additionally submodular, and that this is indeed a maximally tractable class: adding any cost function that is not submodular leads to an NP-hard VCSP.
  • 关键词:Valued constraint satisfaction problems; Piecewise linear functions; Submodular functions; Semilinear; Constraint satisfaction; Optimisation; Model Th
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