通过代数产品实现 CSP 的复杂性分类转移

IF 1.2 3区 计算机科学 Q3 COMPUTER SCIENCE, THEORY & METHODS
Manuel Bodirsky, Peter Jonsson, Barnaby Martin, Antoine Mottet, Žaneta Semanišinová
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引用次数: 0

摘要

SIAM 计算期刊》,第 53 卷第 5 期,第 1293-1353 页,2024 年 10 月。 摘要我们研究无限域约束满足问题(CSP)的复杂性:我们的基本设定是,一个结构[math]的一阶展开的CSP的复杂性分类可以转移到另一个结构[math]的一阶展开的CSP的分类。我们利用与各自多态克隆的乘积相对应的结构乘积(代数乘积),提出了[math]的[math]倍代数幂的一阶展开的 CSP 的完整复杂度分类。我们通过各种代数和逻辑方法,结合对[math]一阶扩展的多态性的了解,以及用语法限制的一阶公式对可表达关系的明确描述,证明了这一点。通过将我们的分类结果与一般的分类转移技术相结合,我们为艾伦的区间代数、[math]维块代数和红心方向微积分等高度相关的形式主义获得了令人惊讶的新分类结果,即使允许有更高的极性关系。我们的结果证实了旧方法难以分析的结构类别的无限域可操作性猜想。对于具有二进制签名的特殊结构,我们的结果可以大大加强,并与 Ord-Horn 公式紧密相连;这解决了人工智能(AI)文献中几个长期悬而未决的问题。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Complexity Classification Transfer for CSPs via Algebraic Products
SIAM Journal on Computing, Volume 53, Issue 5, Page 1293-1353, October 2024.
Abstract. We study the complexity of infinite-domain constraint satisfaction problems (CSPs): our basic setting is that a complexity classification for the CSPs of first-order expansions of a structure [math] can be transferred to a classification of the CSPs of first-order expansions of another structure [math]. We exploit a product of structures (the algebraic product) that corresponds to the product of the respective polymorphism clones and present a complete complexity classification of the CSPs for first-order expansions of the [math]-fold algebraic power of [math]. This is proved by various algebraic and logical methods in combination with knowledge of the polymorphisms of the tractable first-order expansions of [math] and explicit descriptions of the expressible relations in terms of syntactically restricted first-order formulas. By combining our classification result with general classification transfer techniques, we obtain surprisingly strong new classification results for highly relevant formalisms such as Allen’s Interval Algebra, the [math]-dimensional Block Algebra, and the Cardinal Direction Calculus, even if higher-arity relations are allowed. Our results confirm the infinite-domain tractability conjecture for classes of structures that have been difficult to analyze with older methods. For the special case of structures with binary signatures, the results can be substantially strengthened and tightly connected to Ord-Horn formulas; this solves several longstanding open problems from the artificial intelligence (AI) literature.
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来源期刊
SIAM Journal on Computing
SIAM Journal on Computing 工程技术-计算机:理论方法
CiteScore
4.60
自引率
0.00%
发文量
68
审稿时长
6-12 weeks
期刊介绍: The SIAM Journal on Computing aims to provide coverage of the most significant work going on in the mathematical and formal aspects of computer science and nonnumerical computing. Submissions must be clearly written and make a significant technical contribution. Topics include but are not limited to analysis and design of algorithms, algorithmic game theory, data structures, computational complexity, computational algebra, computational aspects of combinatorics and graph theory, computational biology, computational geometry, computational robotics, the mathematical aspects of programming languages, artificial intelligence, computational learning, databases, information retrieval, cryptography, networks, distributed computing, parallel algorithms, and computer architecture.
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