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Approximate Counting, Phase Transitions and Geometry of Polynomials

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자료유형학위논문
서명/저자사항Approximate Counting, Phase Transitions and Geometry of Polynomials.
개인저자Liu, Jingcheng.
단체저자명University of California, Berkeley. Electrical Engineering & Computer Sciences.
발행사항[S.l.]: University of California, Berkeley., 2019.
발행사항Ann Arbor: ProQuest Dissertations & Theses, 2019.
형태사항117 p.
기본자료 저록Dissertations Abstracts International 81-06B.
Dissertation Abstract International
ISBN9781392428795
학위논문주기Thesis (Ph.D.)--University of California, Berkeley, 2019.
일반주기 Source: Dissertations Abstracts International, Volume: 81-06, Section: B.
Advisor: Sinclair, Alistair.
이용제한사항This item must not be sold to any third party vendors.
요약In 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.
일반주제명Computer science.
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