Entropy Differential Metric, Distance and Divergence Measures in Probability Spaces - A Unified Approach.

Abstract

The paper is devoted to metrization of probability spaces through the introduction of a quadratic differential metric in the parameter space of the probability distributions. For this purpose, a thi-entropy functional is defined on the probability space and its Hessian along a direction of the tangent space of the parameter space is taken as the metric. The distance between two probability distributions is computed as the geodesic distance induced by the metric. The paper also deals with three measures of divergence between probability distributions and their inter-relationships. (Author)

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Document Details

Document Type
Technical Report
Publication Date
Oct 01, 1980
Accession Number
ADA093875

Entities

People

  • Calyampudi Radhakrishna Rao
  • J. Burbea

Organizations

  • University of Pittsburgh

Tags

Communities of Interest

  • Air Platforms

DTIC Thesaurus Topics

  • Air Force
  • Calculus Of Variations
  • Discrete Distribution
  • Geodesics
  • Geometry
  • Mathematics
  • Normal Distribution
  • Probability
  • Probability Density Functions
  • Probability Distributions
  • Random Variables
  • Security
  • Statistical Inference
  • Statistics
  • Two Dimensional
  • United States Government
  • Universities

Fields of Study

  • Mathematics

Readers

  • Calculus or Mathematical Analysis
  • Graph Algorithms and Convex Optimization.
  • Regression Analysis.

Technology Areas

  • Space