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Research questionHow should sequential hypothesis tests choose sensing actions with variable costs under an error constraint?Measurements can provide different amounts of information at different, possibly random costs. A policy must balance information gained against acquisition expense while keeping the average decision error below a specified level.
Statistical Machine Learning
Latest papersRecent research connected to this question, newest first.On Cost-Aware Designs for Sequential Hypothesis TestingThe source analyzes fixed and random sensing costs under an average-error constraint, including ex-post and ex-ante cost revelation models. It provides asymptotic results, policy analyses, cancellation conditions, and simulations comparing total costs; it does not establish conclusions beyond these sequential testing settings.research paper · Sep 2, 2026
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