Abstract : We will review the multi-armed bandit problem and its application to optimizing click-through for Web site banners. We will present multi-variate extensions to the basic bandit technology including the use of Gaussian Processes to model relations between different arms. This leads to the consideration of infinitely many arms as well as applications to grammar learning and optimization.
Type de document :
Communication dans un congrès
Zhongzhi Shi; Sunil Vadera; Agnar Aamodt; David Leake. 6th IFIP TC 12 International Conference on Intelligent Information Processing (IIP), Oct 2010, Manchester, United Kingdom. Springer, IFIP Advances in Information and Communication Technology, AICT-340, pp.3-3, 2010, Intelligent Information Processing V. 〈10.1007/978-3-642-16327-2_3〉
https://hal.inria.fr/hal-01055066
Contributeur : Hal Ifip
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Soumis le : lundi 11 août 2014 - 12:43:12
Dernière modification le : vendredi 11 août 2017 - 14:50:37
Document(s) archivé(s) le : mercredi 26 novembre 2014 - 22:00:44
John Shawe-Taylor. Multivariate Bandits and their Applications. Zhongzhi Shi; Sunil Vadera; Agnar Aamodt; David Leake. 6th IFIP TC 12 International Conference on Intelligent Information Processing (IIP), Oct 2010, Manchester, United Kingdom. Springer, IFIP Advances in Information and Communication Technology, AICT-340, pp.3-3, 2010, Intelligent Information Processing V. 〈10.1007/978-3-642-16327-2_3〉. 〈hal-01055066〉
