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Hierarchical Discrete Gaussian Model
Hierarchical Discrete Gaussian Model
Hierarchical Discrete Gaussian Model

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자료유형  
 학위논문 서양
최종처리일시  
20260202103632
ISBN  
9798315791195
DDC  
510
저자명  
Huang, Haiyu.
서명/저자  
Hierarchical Discrete Gaussian Model
발행사항  
[Sl] : University of California, Los Angeles, 2025
발행사항  
Ann Arbor : ProQuest Dissertations & Theses, 2025
형태사항  
230 p
주기사항  
Source: Dissertations Abstracts International, Volume: 86-12, Section: B.
주기사항  
Advisor: Biskup, Marek.
학위논문주기  
Thesis (Ph.D.)--University of California, Los Angeles, 2025.
초록/해제  
요약Given a square box Λn ⊆ Z2 of side-length Ln with L, n 1, we study hierarchical random fields {ϕx : x ∈ Λn} with law proportional to e1/2 β(φ,∆nϕ) ∏x∈Λn ν(dϕx), where β 0 is the inverse temperature, ∆n is a hierarchical Laplacian on Λn, and ν is a non-degenerate 1-periodic measure on R. Our primary object of interest is the Discrete Gaussian (DG) model(also known as integer-valued Gaussian Free Field), where ν is the counting measure on Z.Relying on renormalization group (RG) analysis, we derive sharp asymptotic formulas, in the limit as n → ∞, for the covariance ⟨ϕxϕy⟩ and the fractional charge correlation ⟨e2πiα(ϕx −ϕy)⟩ in the subcritical β βc regimes. The field exhibits logarithmic correlations throughout, albeit with a distinct β-dependence of the variance and fractional-charge exponents in the subcritical and supercritical regimes. Explicit logarithmic corrections appear at the critical point.We also study the extremal properties of the hierarchical DG model throughout the subcritical regime. For β ∈ (0, βc) denoting mn := β−1/2[(4 log L)1/2n − 3/2 (4 log L)−1/2 log n], we prove that, along increasing sequences of n such that the fractional part of mn converges to s ∈ [0, 1), the centered maximum maxx∈Λn ϕx − ⌊mn⌋ converges in law to a discrete variant of a randomly shifted Gumbel law with the shift depending non-trivially on s. The convergence extends to the extremal process whose law tends to a decorated Poisson point process with a random intensity measure.
일반주제명  
Mathematics
일반주제명  
Theoretical mathematics
일반주제명  
Physics
키워드  
Mathematical physics
키워드  
Probability
키워드  
Statistical mechanics
키워드  
Discrete Gaussian
키워드  
Renormalization group
기타저자  
University of California, Los Angeles Mathematics 0540
기본자료저록  
Dissertations Abstracts International. 86-12B.
전자적 위치 및 접속  
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MARC

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■00520260202103632
■006m          o    d                
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■020    ▼a9798315791195
■035    ▼a(MiAaPQ)AAI32046996
■040    ▼aMiAaPQ▼cMiAaPQ
■0820  ▼a510
■1001  ▼aHuang,  Haiyu.
■24510▼aHierarchical  Discrete  Gaussian  Model
■260    ▼a[Sl]▼bUniversity  of  California,  Los  Angeles▼c2025
■260  1▼aAnn  Arbor▼bProQuest  Dissertations  &  Theses▼c2025
■300    ▼a230  p
■500    ▼aSource:  Dissertations  Abstracts  International,  Volume:  86-12,  Section:  B.
■500    ▼aAdvisor:  Biskup,  Marek.
■5021  ▼aThesis  (Ph.D.)--University  of  California,  Los  Angeles,  2025.
■520    ▼aGiven  a  square  box  Λn  ⊆  Z2  of  side-length  Ln  with  L,  n    1,  we  study  hierarchical  random  fields  {ϕx  :  x  ∈  Λn}  with  law  proportional  to  e1/2  β(φ,∆nϕ)  ∏x∈Λn  ν(dϕx),  where  β    0  is  the  inverse  temperature,  ∆n  is  a  hierarchical  Laplacian  on  Λn,  and  ν  is  a  non-degenerate  1-periodic  measure  on  R.  Our  primary  object  of  interest  is  the  Discrete  Gaussian  (DG)  model(also  known  as  integer-valued  Gaussian  Free  Field),  where  ν  is  the  counting  measure  on  Z.Relying  on  renormalization  group  (RG)  analysis,  we  derive  sharp  asymptotic  formulas,  in  the  limit  as  n  →  ∞,  for  the  covariance  ⟨ϕxϕy⟩  and  the  fractional  charge  correlation  ⟨e2πiα(ϕx  −ϕy)⟩  in  the  subcritical  β    βc  regimes.  The  field  exhibits  logarithmic  correlations  throughout,  albeit  with  a  distinct  β-dependence  of  the  variance  and  fractional-charge  exponents  in  the  subcritical  and  supercritical  regimes.  Explicit  logarithmic  corrections  appear  at  the  critical  point.We  also  study  the  extremal  properties  of  the  hierarchical  DG  model  throughout  the  subcritical  regime.  For  β  ∈  (0,  βc)  denoting  mn  :=  β−1/2[(4  log  L)1/2n  −  3/2  (4  log  L)−1/2  log  n],  we  prove  that,  along  increasing  sequences  of  n  such  that  the  fractional  part  of  mn  converges  to  s  ∈  [0,  1),  the  centered  maximum  maxx∈Λn  ϕx  −  ⌊mn⌋  converges  in  law  to  a  discrete  variant  of  a  randomly  shifted  Gumbel  law  with  the  shift  depending  non-trivially  on  s.  The  convergence  extends  to  the  extremal  process  whose  law  tends  to  a  decorated  Poisson  point  process  with  a  random  intensity  measure.
■590    ▼aSchool  code:  0031.
■650  4▼aMathematics
■650  4▼aTheoretical  mathematics
■650  4▼aPhysics
■653    ▼aMathematical  physics
■653    ▼aProbability
■653    ▼aStatistical  mechanics
■653    ▼aDiscrete  Gaussian
■653    ▼aRenormalization  group
■690    ▼a0405
■690    ▼a0642
■690    ▼a0605
■71020▼aUniversity  of  California,  Los  Angeles▼bMathematics  0540.
■7730  ▼tDissertations  Abstracts  International▼g86-12B.
■790    ▼a0031
■791    ▼aPh.D.
■792    ▼a2025
■793    ▼aEnglish
■85640▼uhttp://www.riss.kr/pdu/ddodLink.do?id=T17358019▼nKERIS▼z이  자료의  원문은  한국교육학술정보원에서  제공합니다.

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