Uncertainty and the Conditioning of Beliefs'

Abstract

Uncertainty is part of the human condition. Whether we will or no, we must act, we must make decisions, in the face of uncertainty. Some authors have proposed that uncertainty be regarded as essentially a subjective matter. Our first goal is to draw the teeth of the classical subjectivistic argument that one must be prepared to meet all bets on the basis of one's degrees of belief. The Dutch book theorem, which purports to have this as a consequence, is stated and criticized. other criticism of logical and subjective probability are considered. This leads to the consideration of alternative conceptions of how to represent epistemic uncertainty. A variety of alternative have been offered, including, recently, Glenn Shafer's theory of belief functions. exposition of Shafer's theory is offered. We then relate Shafer's theory of belief functions to a theory that represents (and updates) uncertainty in terms of convex sets of classical probability functions. Finally, we discuss the question of the decision principles that can be employed in the case of both the convex set representation and the belief function representation of uncertainty.

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Document Details

Document Type
Technical Report
Publication Date
Jan 01, 1988
Accession Number
ADA252295

Entities

People

  • Henry E. Kyburg Jr.

Organizations

  • University of Rochester

Tags

Communities of Interest

  • Human Systems

DTIC Thesaurus Topics

  • Algebra
  • Artificial Intelligence
  • Bayes Theorem
  • Calculus
  • Computer Science
  • Convex Sets
  • Decision Theory
  • Formal Languages
  • Language
  • Logic
  • Mathematics
  • New York
  • Numbers
  • Probability
  • Probability Distributions
  • Real Numbers
  • Theorems

Readers

  • Artificial Intelligence
  • Systems Analysis and Design