4.6 Article

The value of cost-free uncertain evidence

Journal

SYNTHESE
Volume 199, Issue 5-6, Pages 13313-13343

Publisher

SPRINGER
DOI: 10.1007/s11229-021-03377-0

Keywords

The value of evidence theorem; Expected utility; Accuracy; Jeffrey conditionalization; Virtual conditionalization

Funding

  1. National Science Centre, Poland [2017/26/D/HS1/00068]

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The article explores the value of waiting for cost-free uncertain evidence before making decisions, extending the classical value of evidence theorem to a new update method. By focusing on this new method, the study shows that gathering uncertain evidence can maximize expected pragmatic utility while minimizing expected epistemic disutility.
We explore the question of whether cost-free uncertain evidence is worth waiting for in advance of making a decision. A classical result in Bayesian decision theory, known as the value of evidence theorem, says that, under certain conditions, when you update your credences by conditionalizing on some cost-free and certain evidence, the subjective expected utility of obtaining this evidence is never less than the subjective expected utility of not obtaining it. We extend this result to a type of update method, a variant of Judea Pearl's virtual conditionalization, where uncertain evidence is represented as a set of likelihood ratios. Moreover, we argue that focusing on this method rather than on the widely accepted Jeffrey conditionalization enables us to show that, under a fairly plausible assumption, gathering uncertain evidence not only maximizes expected pragmatic utility, but also minimizes expected epistemic disutility (inaccuracy).

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