The Externalities of Exploration and How Data Diversity Helps Exploitation

Manish Raghavan, Aleksandrs Slivkins, Jennifer Wortman Vaughan, Zhiwei Steven Wu. The Externalities of Exploration and How Data Diversity Helps Exploitation. In Sébastien Bubeck, Vianney Perchet, Philippe Rigollet, editors, Conference On Learning Theory, COLT 2018, Stockholm, Sweden, 6-9 July 2018. Volume 75 of Proceedings of Machine Learning Research, pages 1724-1738, PMLR, 2018. [doi]

Abstract

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