Department Mathematics and Information Technology

Organisational unit: Departments and Institutes

Research output

  1. Published

    The nonstochastic multiarmed bandit problem

    Auer, P., Cesa-Bianchi, N., Freund, N. & Schapire, R. E., 2002, In: SIAM Journal on Computing. 32 (1), p. 48-77

    Research output: Contribution to journalArticleResearchpeer-review

  2. Published

    A New PAC-bound for Intersection-closed Concept Classes

    Auer, P. & Ortner, R., 2004, Learning Theory, 17th Annual Conference on Learning Theory. Springer, p. 408-414

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  3. Published

    Generic object recognition with boosting

    Auer, P., Opelt, A., Fussenegger, M. & Pinz, A., 2004

    Research output: Book/ReportCommissioned reportTransferpeer-review

  4. Published

    Learning of Depth Two Neurals Nets with Constant Fan-in at the Hidden Nodes

    Auer, P., Kwek, S., Maass, W. & Warmuth, M. K., 1996, Proc. of the Ninth Annual ACM Conference on Computational Learning Theory. p. 333-343

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  5. Published

    Near-optimal Regret Bounds for Reinforcement Learning

    Auer, P., Jaksch, T. & Ortner, R., 2009

    Research output: Book/ReportCommissioned reportTransferpeer-review

  6. Published

    On Learning from Multi-Instance Examples: Empirical Evaluation of a Theoretical Approach

    Auer, P., 1997, On Learning from Multi-Instance Examples: Empirical Evaluation of a Theoretical Approach. p. 21-29

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  7. Published

    Introduction to the Special Issue on Computational Learning Theory

    Auer, P. & Maas, W., 1998, In: Algorithmica. 22, p. 1-2

    Research output: Contribution to journalArticleResearchpeer-review

  8. Published

    Learning with Malicious Noise

    Auer, P., 2008, Encyclopedia of Algorithms. p. 1-99

    Research output: Chapter in Book/Report/Conference proceedingChapterResearch

  9. Published

    Improved Rates for the Stochastic Continuum-Armed Bandit Problem

    Auer, P., Ortner, R. & Szepesvári, C., 2007, Proceedings of the 20th Annual Conference on Learning Theory. Springer, p. 454-468

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  10. Published

    Using confidence bounds for exploitation-exploration trade-offs

    Auer, P., 2002, In: Journal of machine learning research (JMLR). p. 397-422

    Research output: Contribution to journalArticleResearchpeer-review