作者Liu, Jingcheng
ProQuest Information and Learning Co
University of California, Berkeley. Electrical Engineering & Computer Sciences
書名Approximate Counting, Phase Transitions and Geometry of Polynomials
出版項2019
說明1 online resource (117 pages)
文字text
無媒介computer
成冊online resource
附註Source: Dissertations Abstracts International, Volume: 81-06, Section: B
Advisor: Sinclair, Alistair
Thesis (Ph.D.)--University of California, Berkeley, 2019
Includes bibliographical references
In classical statistical physics, a phase transition is understood by studying the geometry (the zero-set) of an associated polynomial (the partition function). In this thesis, we will show that one can exploit this notion of phase transitions algorithmically, and conversely exploit the analysis of algorithms to understand phase transitions. As applications, we give efficient deterministic approximation algorithms (FPTAS) for counting $q$-colorings, and for computing the partition function of the Ising model
Electronic reproduction. Ann Arbor, Mich. : ProQuest, 2020
Mode of access: World Wide Web
主題Computer science
approximate counting
geometry of polynomials
graph coloring
Ising model
partition function
phase transitions
Electronic books.
0984
ISBN/ISSN9781392428795
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