Computational complexity and statistical physics

Computational complexity and statistical physics

by Istrate, Gabriel Moore, Cristopher Percus, Allon

Type Book
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Computer science and physics have been closely linked since the birth of modern computing. In recent years, an interdisciplinary area has blossomed at the junction of these fields, connecting insights from statistical physics with basic computational challenges. Researchers have successfully applied techniques from the study of phase transitions to analyze NP-complete problems such as satisfiability and graph coloring. This is leading to a new understanding of the structure of these problems, a…

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Title Statements

  • Full title :Computational complexity and statistical physics / editors Allon G. Percus, Gabriel Istrate, Cristopher Moore.

Summary

Computer science and physics have been closely linked since the birth of modern computing. In recent years, an interdisciplinary area has blossomed at the junction of these fields, connecting insights from statistical physics with basic computational challenges. Researchers have successfully applied techniques from the study of phase transitions to analyze NP-complete problems such as satisfiability and graph coloring. This is leading to a new understanding of the structure of these problems, and of how algorithms perform on them. Computational Complexity and Statistical Physics will serve as.

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Edition Statements

  • Publication Date:2006.

Publication Statements

The Physical Object

  • Description:1 online resource (xiii, 367 pages) : : illustrations.

Edition Identifiers

  • ISBN:1283097850, 9781283097857, 9786613097859, 6613097853, 0197562264, 9780197562260
  • oclc:ocn844063956
  • LC Classification:QA267.7
  • Dewey Decimal:511.3/52

Table of Contents

Preface; PART 1: FUNDAMENTALS; PART 2: STATISTICAL PHYSICS AND ALGORITHMS; PART 3: IDENTIFYING THE THRESHOLD; PART 4: EXTENSIONS AND APPLICATIONS; Bibliography; Index

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