Algebraic Representations of Linguistic and Numerical Modifications of Probability Statements and Inferences Based on a Product Space Construction.

Abstract

This paper addresses the problem of obtaining for any given probability space (A, B, P) an extension to a probability space (Ao, Bo, Po) such that for any given function f:(O,1)n to (0,1), suitably analytic, and any given finite collection of ordinary events a, b, c,...,m in sample space B, with possible relations among them, there is an event alpha sub f = alpha sub f (a,b,c,...,m) in Bo (not dependent upon P) such that for all possible choices of P and a, b, c,...,m, Po(alpha sub f) = f(P(a), P(b), P(c), ..., P(m)) provided the right-hand side is well-defined relative to f. It is seen that the above procedure generalizes that of the problem of constructing 'conditional event algebras' relative to all conditional probabilities. Applications to problems on data fusion and combination of evidence are also provided.

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Document Details

Document Type
Technical Report
Publication Date
Mar 01, 1996
Accession Number
ADA306334

Entities

People

  • I. R. Goodman

Organizations

  • Naval Command, Control and Ocean Surveillance Center

Tags

Communities of Interest

  • C4I

DTIC Thesaurus Topics

  • Abstracts
  • Arithmetic
  • Classification
  • Command And Control
  • Construction
  • Data Fusion
  • Fuzzy Sets
  • Information Operations
  • Mathematics
  • Military Research
  • Ocean Surveillance
  • Power Series
  • Probability
  • Security
  • Test And Evaluation

Fields of Study

  • Mathematics

Readers

  • Computational Linguistics
  • Graph Algorithms and Convex Optimization.
  • Plasma Physics / Magnetohydrodynamics

Technology Areas

  • AI & ML
  • AI & ML - Bayesian Inference
  • AI & ML - Machine Learning Algorithms
  • Space