Human Interaction with Recommendation Systems

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I like it… i like it not: Evaluating user ratings noise in recommender systems

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Matrix factorization techniques for recommender systems

Yehuda Koren, Robert M. Bell, and Chris Volinsky · 2009

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Mixed membership matrix factorization

Lester W. Mackey, David J. Weiss, and Michael I. Jordan · 2010

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Training and testing of recommender systems on data missing not at random

Harald Steck · 2010

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Regret analysis of stochastic and nonstochastic multi-armed bandit problems

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Crowdsourcing exploration

Yiangos Papanastasiou, Kostas Bimpikis, and Nicos Savva · 2014

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Mechanism learning with mechanism induced data

Tie-Yan Liu, Wei Chen, and Tao Qin · 2015

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Bayesian incentive-compatible bandit exploration

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Yishay Mansour, Aleksandrs Slivkins, and Vasilis Syrgkanis · 2015

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High-dimensional statistics: A non-asymptotic viewpoint

Martin Wainwright · 2015

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Bayesian exploration: Incentivizing exploration in bayesian games

Yishay Mansour, Aleksandrs Slivkins, Vasilis Syrgkanis, and Zhiwei Steven Wu · 2016

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Dynamic pricing with demand covariates

Sheng Qiang and Mohsen Bayati · 2016

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