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Logical approaches to the complexity of search problems: Proof complexity, quantified propositional calculus, and bounded arithmetic.

机译:解决搜索问题复杂性的逻辑方法:证明复杂性,量化命题演算和有界算术。

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摘要

For every binary predicate R, there is a search problem QR for finding, given x, any y such that R(x, y) holds. QR is said to be total if every instance x has a solution y, that is, (∀x)(∃y)R( x, y) holds. Total search problems are commonplace in computer science, and studying their complexity is therefore an important endeavour. In this dissertation, we present links between the complexity of solving QR and the difficulty of proving the totality of QR in the three logical formalisms: propositional calculus, quantified propositional calculus (QPC), and theories of bounded arithmetic. These links allow logical approaches to the complexity of search problems.; We show several links between the complexity of a type-2 total search problem QR, where R is represented by a first-order existential sentence phi, and the lengths of proofs of the propositional translations of phi in bounded-depth Frege systems and the Nullstellensatz proof system. In particular, we prove the first direct links between reducibilities among type-2 search problems and lengths of propositional proofs. Based on this and the results on propositional proof complexity, we obtain a number of relative separations among the so-called NP-search classes such as Polynomial Local Search (PLS). Some of the relative separations we obtain are new.; Let H be a QPC proof system and j ≥ 1. We define the Sqj -witnessing problem for H to be: given an H-proof of a prenex Sqj -formula A, and a truth assignment to the free variables of A, find a witness for the outermost existential quantifiers of A. These witnessing problems provide a tangible link between the proof lengths in QPC and the complexity of search problems, and we consider them for various parameters. We also introduce and study the new QPC proof systems G*0 and G0, and prove that the Sq1 -witnessing problem for each is complete for NC 1-search problems. Our proof involves proving the TC 0-versions of Gentzen's midsequent theorem and Herbrand's theorem.; We introduce a second-order theory VNC1 of bounded arithmetic, and show that the SB1 -definable functions of VNC1 are precisely the NC1-functions. We describe simple translations of every VNC1-proof into a family of polynomial-size G*0 -proofs. From this and similar translation theorems for other bounded arithmetic theories, we obtain the hardness of the Sqj -witnessing problem for H for various H and j ≥ 1.
机译:对于每个二元谓词R,都有一个搜索问题QR,用于在给定x的情况下查找任何R,使得R(x,y)成立。如果每个实例x都有一个解y,则说QR总计,即(∀x)(∃y)R(x,y)成立。全面搜索问题在计算机科学中很常见,因此研究其复杂性是一项重要的工作。本文在命题演算,量化命题演算(QPC)和有界算术理论这三种逻辑形式主义中,提出了解决QR的复杂性与证明QR的总体难度之间的联系。这些链接允许采用逻辑方法来解决搜索问题的复杂性。我们显示了类型2总搜索问题QR的复杂度之间的几个联系,其中R由一阶存在句子phi表示,以及在深度有限的弗雷格系统和Nullstellensatz中phi的命题翻译证明的长度证明系统。特别是,我们证明了类型2搜索问题之间的可简化性与命题证明的长度之间的直接联系。基于此以及命题证明复杂性的结果,我们获得了所谓的NP搜索类别(例如多项式局部搜索(PLS))之间的许多相对分离。我们获得的一些相对分离是新的。令H为QPC证明系统,且j≥1。我们将H的Sqj见证问题定义为:给定先验Sqj公式A的H证明,并为A的自由变量分配真值,求出一个这些见证问题在QPC中的证明长度和搜索问题的复杂性之间提供了明显的联系,我们将其视为各种参数。我们还将介绍和研究新的QPC证明系统G * 0和G0,并证明对于NC 1-搜索问题,每个Sq1-见证问题都是完整的。我们的证明涉及证明Gentzen中间定理和Herbrand定理的TC 0版本。我们介绍了有界算术的二阶理论VNC1,并表明VNC1的SB1可定义函数恰好是NC1函数。我们将每个VNC1证明简单转换为多项式大小的G * 0证明。从这个和其他有界算术理论的类似平移定理,我们得出对于各种H和j≥1的H的Sqj见证问题的硬度。

著录项

  • 作者

    Morioka, Tsuyoshi.;

  • 作者单位

    University of Toronto (Canada).;

  • 授予单位 University of Toronto (Canada).;
  • 学科 Computer Science.
  • 学位 Ph.D.
  • 年度 2005
  • 页码 186 p.
  • 总页数 186
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 自动化技术、计算机技术;
  • 关键词

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