Proceedings of Machine Learning Research

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Volume 26: Proceedings of the Workshop on On-line Trading of Exploration and Exploitation 2, 02 July 2011, Bellevue, Washington, USA

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Editors: Dorota Glowacka, Louis Dorard, John Shawe-Taylor

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Contents:

Preface
Accepted Papers

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Preface

Dorota Głowacka, Louis Dorard, John Shawe-Taylor; Proceedings of the Workshop on On-line Trading of Exploration and Exploitation 2, PMLR 26:i-i

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Accepted Papers

Online Clustering with Experts

Anna Choromanska, Claire Monteleoni; Proceedings of the Workshop on On-line Trading of Exploration and Exploitation 2, PMLR 26:1-18

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An Unbiased Offline Evaluation of Contextual Bandit Algorithms with Generalized Linear Models

Lihong Li, Wei Chu, John Langford, Taesup Moon, Xuanhui Wang; Proceedings of the Workshop on On-line Trading of Exploration and Exploitation 2, PMLR 26:19-36

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Exploration and Exploitation with Insufficient Resources

Chris Lovell, Gareth Jones, Klaus-Peter Zauner, Steve R. Gunn; Proceedings of the Workshop on On-line Trading of Exploration and Exploitation 2, PMLR 26:37-61

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ICML Exploration & Exploitation Challenge: Keep it simple!

Olivier Nicol, Jérémie Mary, Philippe Preux; Proceedings of the Workshop on On-line Trading of Exploration and Exploitation 2, PMLR 26:62-85

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Stumping along a Summary for Exploration & Exploitation Challenge 2011

Christophe Salperwyck, Tanguy Urvoy; Proceedings of the Workshop on On-line Trading of Exploration and Exploitation 2, PMLR 26:86-97

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PAC-Bayes-Bernstein Inequality for Martingales and its Application to Multiarmed Bandits

Yevgeny Seldin, Nicolò Cesa-Bianchi, Peter Auer, François Laviolette, John Shawe-Taylor; Proceedings of the Workshop on On-line Trading of Exploration and Exploitation 2, PMLR 26:98-111

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