Article ID Journal Published Year Pages File Type
397928 International Journal of Approximate Reasoning 2011 24 Pages PDF
Abstract

Whilst supported by compelling arguments, the representation of uncertainty by means of (subjective) probability does not enjoy a unanimous consensus. A substantial part of the relevant criticisms point to its alleged inadequacy for representing ignorance as opposed to uncertainty. The purpose of this paper is to show how a strong justification for taking belief as probability, namely the Dutch Book argument, can be extended naturally so as to provide a logical characterization of coherence for imprecise probability, a framework which is widely believed to accommodate some fundamental features of reasoning under ignorance. The appropriate logic for our purposes is an algebraizable logic whose equivalent algebraic semantics is a variety of MV-algebras with an additional internal unary operation representing upper probability (these algebras will be called UMV-algebras).

► The justification for belief as probability is extended to imprecise probabilities. ► An asymmetric betting scheme is introduced to define coherence. ► The algebraizable logic is used to provide a logical characterization of coherence for imprecise probabilities.

Related Topics
Physical Sciences and Engineering Computer Science Artificial Intelligence
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