Peter Auer

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Publications / Theses

  1. 2002
  2. Published

    Finite Time Analysis of the Multiarmed Bandit Problem

    Auer, P., Cesa-Bianchi, N. & Fischer, P., 2002, In: Machine learning. 47, p. 235-256

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

  3. Published

    Reducing communication for distributed learning in neural networks

    Auer, P., Burgsteiner, H. & Maass, W., 2002, Proc. of the International Conference on Artificial Neural Networks - ICANN 2002. p. 123-128

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

  4. Published

    The InfoSky viusal explorer: exploiting hierarchical structure and documents similarities

    Auer, P., Andrews, K., Kienreich, W., Sabol, V., Becker, J., Droschl, G., Kappe, F. & Granitzer, M., 2002, In: Information Visualization. p. 166-181

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

  5. 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 journal › Article › Research › peer-review

  6. 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 journal › Article › Research › peer-review

  7. 2000
  8. Published

    Adaptive and Self-Confident On-Line Learning Algorithms

    Auer, P. & Gentile, C., 2000, Proceedings of the Thirteenth Annual Conference on Computational Learning Theory (COLT 2000). Springer, p. 107-117

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

  9. Published

    An Improved On-line Algorithm for Learning Linear Evaluation Functions

    Auer, P., 2000, Proceedings of the Thirteenth Annual Conference on Computational Learning Theory (COLT 2000). Springer, p. 118-125

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

  10. Published

    Using Upper Confidence Bounds for Online Learning

    Auer, P., 2000, 41th Annual Symposium on Foundations of Computer Science. p. 270-293

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

  11. 1999
  12. Published

    Finite Time Analysis of the Multiarmed Bandit Problem

    Auer, P., Cesa-Bianchi, N. & Fischer, P., 1999, IT Workshop on Decision, Estimation, Classification and Imaging. p. ---

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

  13. Published

    Structural Results About On-Line Learning Models With and Without Queries

    Auer, P. & Long, P. M., 1999, In: Machine learning. 36, p. 147-181

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

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