Peter Auer

Research output

  1. 2011
  2. Published

    Exploration and Exploitation in Online Learning

    Auer, P., 2011, International Conference on Adaptive and Intelligent Symstems - ICAIS 2011. p. 2-2

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

  3. Published

    Geochemical fingerprinting of coltan ores by machine learning on uneven data sets

    Savu-Krohn, C., Rantitsch, G., Auer, P., Melcher, F. & Graupner, T., 2011, In: Natural Resources Research. 20, p. 177-191

    Research output: Contribution to journalArticleResearchpeer-review

  4. Published

    Geochemical fingerprinting of coltan ores by machine learning on uneven datasets

    Savu-Krohn, C., Rantitsch, G., Auer, P., Melcher, F. & Graupner, T., 2011, In: Natural Resources Research. 20, 3, p. 177-191

    Research output: Contribution to journalArticleResearchpeer-review

  5. Published

    Models for Autonomously Motivated Exploration in Reinforcement Learning

    Auer, P., Lim, S. H. & Watkins, C., 2011, The Fourteenth International Conference on Discovery Science (DS 2011). p. 29-29

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

  6. Published

    Noisy Search with Comparative Feedback

    Auer, P. & Lim, S. H., 2011.

    Research output: Contribution to conferencePosterResearchpeer-review

  7. Published

    PAC-Bayesian Analysis of Contextual Bandits

    Seldin, Y., Auer, P., Laviolette, F., Shawe-Taylor, J. S. & Ortner, R., 2011.

    Research output: Contribution to conferencePosterResearchpeer-review

  8. 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 proceedingConference contribution

  9. 2010
  10. 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 proceedingConference contribution

  11. 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 proceedingConference contribution

  12. 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 journalArticleResearchpeer-review

  13. 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 proceedingConference contribution

  14. 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 journalArticleResearchpeer-review

  15. 2009
  16. Published

    Combining Classifiers for Improved Multilabel Image Classification

    Antenreiter, M., Ortner, R. & Auer, P., 2009, Learning from Multi-label Data, MLD Workshop at ECML 2009. p. 16-27

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

  17. Published

    Combining Classifiers for Improved Multilabel Image Classification

    Antenreiter, M., Ortner, R. & Auer, P., 2009.

    Research output: Contribution to conferencePosterResearchpeer-review

  18. Published

    Consistent Interpretation of Image Sequences to Improve Object Models on the fly

    Prankl, J., Antenreiter, M., Auer, P. & Vincze, M., 2009, Computer Vision Systems. p. 384-393

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

  19. Published

    Near-optimal Regret Bounds for Reinforcement Learning

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

    Research output: Book/ReportCommissioned reportTransferpeer-review

  20. Published

    Near-optimal Regret Bounds for Reinforcement Learning

    Auer, P., Jaksch, T. & Ortner, R., 2009, Advances in neural information processing systems 21. MIT Press, p. 89-96

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

  21. Published

    Relevance Feedback Models for Content-Based Image Retrieval

    Auer, P. & Leung, P., 2009, Multimedia Analysis, Processing and Communications.

    Research output: Chapter in Book/Report/Conference proceedingChapterResearch

  22. Published

    Using a spatio-temporal reasoning system to improve object models on the fly

    Antenreiter, M., Prankl, J., Vincze, M. & Auer, P., 2009, 33rd Workshop of the Austrian Association for Pattern Recognition - Visual Learning. p. 25-36

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

  23. 2008
  24. Published

    Guest editors' introduction: Special issue on learning theory

    Auer, P. & Long, P. M., 1 Dec 2008, In: Journal of Computer and System Sciences. 74, 8, 1 p.

    Research output: Contribution to journalEditorialpeer-review