The Cost Complexity of Interactive Learning

Abstract

In this paper, I describe a general framework in which a learning algorithm is tasked with learning some concept from a known class by interacting with a teacher via questions. Each question has an arbitrary known cost associated with it, which the learner is required to pay in order to have the question answered. Exploring the information-theoretic limits… (More)

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