Singularities in Gaussian Random Fields

Abstract

This paper discusses a Gaussian random field that arises in pattern analysis. This random field exhibits phase transitive behavior for a particular value of the temperature parameter. We analyze this kind of non singular behavior and the effect that it has on the field random variables. The limiting specific heat also exhibits a phase transition with a power law behavior. One of the principal aims of statistical mechanics is to derive the thermodynamic behavior of macroscopic bodies beginning from a description of their microscopic components. A good deal of work has been done on modelling ferromagnetic and antiferromagnetic behavior. A magnet can be considered to have a large number of magnetic domains, to each of which a magnetic spin is associated that represents the direction of magnetization at that domain. We usually assume that the spins take two values, 0 and 1. The physical models usually postulate that these domains are sites (or vertices) in a graph.

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Document Details

Document Type
Technical Report
Publication Date
Nov 01, 1990
Accession Number
ADA238220

Entities

People

  • Jayaram Sethuraman
  • T. V. Kurien

Organizations

  • Florida State University

Tags

Communities of Interest

  • C4I
  • Materials and Manufacturing Processes

DTIC Thesaurus Topics

  • Abstracts
  • Asymptotic Normality
  • Data Science
  • Eigenvalues
  • Equations
  • Heat Energy
  • Image Processing
  • Information Processing
  • Information Science
  • Mathematics
  • Phase Transformations
  • Probability
  • Probability Distributions
  • Random Variables
  • Specific Heat
  • Statistical Mechanics
  • Statistics

Readers

  • Calculus or Mathematical Analysis
  • Mathematical Modeling and Probability Theory.
  • Superconducting Magnet Technology