計(jì)算復(fù)雜性

出版時(shí)間:2004-9  出版社:清華大學(xué)出版社  作者:帕帕李米特里烏  
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內(nèi)容概要

  計(jì)算復(fù)雜性理論的研究是計(jì)算機(jī)科學(xué)最重要的研究領(lǐng)域之一,而Christos H.Papadmitriou是該領(lǐng)域最著名的專(zhuān)家之一。本書(shū)是一本全面闡述計(jì)算復(fù)雜性理論及其近年來(lái)進(jìn)展的教科書(shū),主要包含算法圖靈機(jī)、可計(jì)算性等有關(guān)計(jì)算復(fù)雜性理論的基本概念;布爾邏輯、一階邏輯、邏輯中的不可判定性等復(fù)雜性理論的基礎(chǔ)知識(shí);P與NP、NP完全等各復(fù)雜性類(lèi)的概念及其之間的關(guān)系等復(fù)雜性理論的核心內(nèi)容;隨機(jī)算法、近似算法、并行算法及其復(fù)雜性理論;以及NP之外如多項(xiàng)式空間等復(fù)雜性類(lèi)的介紹?! ”緯?shū)內(nèi)容豐富,體系嚴(yán)謹(jǐn),證明簡(jiǎn)潔,敘述深入淺出,并配有大量的練習(xí)和文獻(xiàn)引用。本書(shū)不但適合作為研究生或本科高年級(jí)學(xué)生的教材,也適合從事算法和計(jì)算機(jī)復(fù)雜性研究的人員參考。

書(shū)籍目錄

PART I:ALGORITHMS1 Problems and Algorithms1.1 Graph reachability1.2 Maximum flow and matching1.3 The traveling salesman problem1.4 Notes,references,and problems2 Turing machines2.1 Turing machine basics2.2 Turing machines as algorithms2.3 Turing machines with multiple strings2.4 Linear speedup2.5 Space bounds2.6 Random access machines2.7 Nondeterministic machines2.8 Notes,references,and problems3 Undecidability3.1 Universal Turing machines3.2 The halting problem3.3 More undecidability3.4 Notes,references,and problemsPART II:LOGIC4 Boolean logic4.1 Boolean Expressions4.2 Satisfiability and validity4.3 Boolean functions and circuits4.4 Notes,references,and problems5 First-order logic5.1 The syntax of first-order logic5.2 Models5.3 Valid expressions5.4 Axioms and proofs5.5 The completeness theorem5.6 Consequences of the completeness theorem5.7 Second-order logic5.8 Notes,references,and problems6 Undecidability in logic6.1 Axioms for number theory6.2 Computation as a number-theoretic concept6.3 Undecidability and incompleteness6.4 Notes,references,and problemsPART III:P AND NP7 Relations between complexity classes7.1 Complexity classes7.2 The hierarchy theorem7.3 The reachability method7.4 Notes,references,and problems8 Reductions and completeness8.1 Reductions8.2 Completeness8.3 Logical characterizations8.4 Notes,referencess,and problems9 NP-complete problems9.1 Problems in NP9.2 Variants of satisfiability9.3 Graph-theoretic problems9.4 Sets and numbers9.5 Notes,references,and problems10 coNP and function problems10.1 NP and coNP10.2 Primality10.3 Function problems10.4 Notes,references,and problems11 Randomized computation11.1 Randomized algorithms11.2 Randomized complexity classes11.3 Random sources11.4 Circuit complexity11.5 Notes,references,and problems12 Cryptography12.1 One-way functions12.2 Protocols12.3 Notes,references,and problems13 Approximability13.1 Approximation algorithms13.2 Approximation and complexity13.3 Nonapproximability13.4 Notes,references,and problems14 On P vs.NP14.1 The map of NP14.2 Isomorphism and density14.3 Oracles14.4 Monotone circuits14.5 Notes,references,and problemsPART IV:INSIDE P15 Parallel computation15.1 Parallel algorithms15.2 Parallel models of computation15.3 The class NC15.4 RNC algorithms15.5 Notes,references,and problems16 Logarithmic space16.1 The L=NL problem16.2 Alternation16.3 Undirected reachability16.4 Notes,references,and problemsPART V:BEYOND NP17 The polynomial hierarchy17.1 Optimization problems17.2 The hierarchy17.3 Notes,references,and problems18 Computation that counts18.1 The permanent18.2 The Class P18.3 Notes,references,and problems19 Polynomial space19.1 Alternation and games19.2 Games against nature and interactive protocols19.3 More PSPACE-complete problems19.4 Notes,references,and problems20 A glimpse beyond20.1 Exponential time20.2 Notes,references,and problemsIndexAuthor index

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  •     內(nèi)容非常全面,證明非常多,但是基本是首先用自然語(yǔ)言闡述思想,其次才用形式化證明,因此一改傳統(tǒng)上復(fù)雜性證明的晦澀難懂的特點(diǎn)。此外,注重證明方法和技巧的介紹。附有很多習(xí)題均來(lái)自實(shí)際的復(fù)雜性研究的課題或者以發(fā)表的論文,因此想從事復(fù)雜性研究的讀者可以通過(guò)做這些習(xí)題獲得很大的提升余地。
      
      這本書(shū)應(yīng)該是我見(jiàn)過(guò)的最權(quán)威,最全面,最系統(tǒng),也是敘述最好的復(fù)雜性理論的書(shū)。作者Papadimitriou是UCSD的教授,也是復(fù)雜性研究領(lǐng)域的權(quán)威。
 

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