Peter Auer

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Publications / Theses

  1. 2014
  2. Published

    Regret Bounds for Restless Markov Bandits

    Ortner, R., Ryabko, D., Auer, P. & Munos, R., 2014, In: THEORETICAL COMPUTER SCIENCE. 558, p. 62-76

    Research output: Contribution to journal › Article › Research › peer-review

  3. 2013
  4. Published

    Reinforcement Learning (Dagstuhl Seminar 13321)

    Auer, P., 2013, In: Dagstuhl Reports. 3, p. 1-26

    Research output: Contribution to journal › Article › Research › peer-review

  5. 2012
  6. Published

    Autonomous Exploration For Navigating In MDPs.

    Lim, S. H. & Auer, P., 2012, Proceedings of the 25th Annual Conference on Learning Theory. p. 40.1-40.24

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  7. Published

    Evaluation and Analysis of the Performance of the EXP3 Algorithm in Stochastic Environments

    Seldin, Y., Szepesvári, C., Auer, P. & Abbasi-Yadkori, Y., 2012, Proceedings of the Tenth European Workshop on Reinforcement Learning, EWRL 2012. p. 103-116 (JMLR proceedings).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  8. Published

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

    Seldin, Y., Cesa-Bianchi, N., Auer, P., Laviolette, F. & Shawe-Taylor, J., 2012, Proceedings of the Workshop on On-line Trading of Exploration and Exploitation 2. p. 98-111

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  9. Published

    PAC-Bayesian Analysis of Contextual Bandits

    Seldin, Y., Auer, P., Laviolette, F., Shawe-Taylor, J. S. & Ortner, R., 2012, Advances in Neural Information Processing Systems 24. MIT Press, p. 1683-1691

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  10. Published

    PAC-Bayesian Inequalities for Martingales

    Seldin, Y., Cesa-Bianchi, N., Shawe-Taylor, J. & Auer, P., 2012, Proceedings of the Twenty-Eighth Conference on Uncertainty in Artificial Intelligence, UAI 2012.

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  11. Published

    PAC-Bayesian Inequalities for Martingales.

    Seldin, Y., Laviolette, F., Cesa-Bianchi, N., Shawe-Taylor, J. & Auer, P., 2012, In: IEEE transactions on information theory. 58, p. 7086-7093

    Research output: Contribution to journal › Article › Research › peer-review

  12. Published

    PAC Subset Selection in Stochastic Multi-armed Bandits

    Kalyanakrishnan, S., Tewari, A., Auer, P. & Stone, P., 2012, Proceedings of the 29th International Conference on Machine Learning, ICML 2012.

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  13. Published

    Regret Bounds for Restless Markov Bandits

    Ortner, R., Ryabko, D., Auer, P. & Munos, R., 2012, Algorithmic Learning Theory 23rd International Conference, ALT 2012, Lyon, France, October 29-31, 2012. Proceedings. p. 214-228

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

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