Research output

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2011
Published
Noisy Search with Comparative Feedback
Auer, P. & Lim, S. H., 2011.
Research output: Contribution to conference › Poster › Research › peer-review
Published
PAC-Bayesian Analysis of Contextual Bandits
Seldin, Y., Auer, P., Laviolette, F., Shawe-Taylor, J. S. & Ortner, R., 2011.
Research output: Contribution to conference › Poster › Research › peer-review
Published
Upper-Confidence-Bound Algorithms for Active Learning in Mulit-armed Bandits
Auer, P., Carpentier, A., Lazaric, A., Ghavamzadeh, M. & Munos, R., 2011, The 22nd International Conference on Algorithmic Learning Theory. p. 189-203
Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
2010
Published
Exploiting Similarity Information in Reinforcement Learning. Similarity Models for Multi-Armed Bandits and MDPs
Ortner, R., 2010, Proceedings of the 2nd International Conference on Agents and Artificial Intelligence, Volume 1 (Artificial Intelligence). p. 203-210
Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Published
Exploration-Exploitation of Eye Movement Enriched Multiple Feature Spaces for Content-Based Image Retrieval
Hussain, Z., Leung, P., Pasupa, K., Hardoon, D., Auer, P. & Shawe-Taylor, J., 2010, Exploration-Exploitation of Eye Movement Enriched Multiple Feature Spaces for Content-Based Image Retrieval. p. 2010-2010
Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Published
Geochemical fingerprinting of Coltan ores by machine learning on uneven datasets
Savu-Krohn, C., Rantitsch, G., Auer, P., Melcher, F. & Graupner, T., 2010, Geochemical fingerprinting of Coltan ores by machine learning on uneven datasets. Geoaustria, p. 217-218
Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Published
Near-optimal Regret Bounds for Reinforcement Learning
Jaksch, T., Ortner, R. & Auer, P., 2010, In: Journal of machine learning research (JMLR). 11, p. 1563-1600
Research output: Contribution to journal › Article › Research › peer-review
Published
Online Regret Bounds for Markov Decision Processes with Deterministic Transitions
Ortner, R., 2010, In: Theoretical Computer Science. 411, p. 2684-2695
Research output: Contribution to journal › Article › Research › peer-review
Published
Pinview: Implicit Feedback in Content-Based Image Retrieval
Auer, P., Hussain, Z., Kaski, S., Klami, A., Kujala, J., Laaksonen, J., Leung, P., Pasupa, K. & Shawe-Taylor, J., 2010, Pinview: Implicit Feedback in Content-Based Image Retrieval. p. 0-0
Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Published
UCB Revisited: Improved Regret Bounds for the Stochastic Multi-Armed Bandit Problem
Auer, P. & Ortner, R., 2010, In: Periodica Mathematica Hungarica. 61, p. 55-65
Research output: Contribution to journal › Article › Research › peer-review

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Research Portal

Research output

Noisy Search with Comparative Feedback

PAC-Bayesian Analysis of Contextual Bandits

Upper-Confidence-Bound Algorithms for Active Learning in Mulit-armed Bandits

Exploiting Similarity Information in Reinforcement Learning. Similarity Models for Multi-Armed Bandits and MDPs

Exploration-Exploitation of Eye Movement Enriched Multiple Feature Spaces for Content-Based Image Retrieval

Geochemical fingerprinting of Coltan ores by machine learning on uneven datasets

Near-optimal Regret Bounds for Reinforcement Learning

Online Regret Bounds for Markov Decision Processes with Deterministic Transitions

Pinview: Implicit Feedback in Content-Based Image Retrieval

UCB Revisited: Improved Regret Bounds for the Stochastic Multi-Armed Bandit Problem

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