Classic learning

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Fairness in Learning: Classic and Contextual Bandits

We introduce the study of fairness in multi-armed bandit problems. Our fairness definition demands that, given a pool of applicants, a worse applicant is never favored over a better one, despite a learning algorithm’s uncertainty over the true payoffs. In the classic stochastic bandits problem we provide a provably fair algorithm based on “chained” confidence intervals, and prove a cumulative r...

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Classic Migraine or Not Classic Migraine

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ژورنال

عنوان ژورنال: Machine Learning

سال: 1997

ISSN: 0885-6125,1573-0565

DOI: 10.1007/bf00114009