Peter Auer

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Research output

  1. 2010
  2. 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

  3. 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

  4. 2009
  5. 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 proceeding › Conference contribution

  6. Published

    Combining Classifiers for Improved Multilabel Image Classification

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

    Research output: Contribution to conference › Poster › Research › peer-review

  7. 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 proceeding › Conference contribution

  8. Published

    Near-optimal Regret Bounds for Reinforcement Learning

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

    Research output: Book/Report › Commissioned report › Transfer › peer-review

  9. 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 proceeding › Conference contribution

  10. 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 proceeding › Chapter › Research

  11. 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 proceeding › Conference contribution

  12. 2008
  13. 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 journal › Editorial › peer-review

  14. Published

    A learning rule for very simple universal approximators consisting of a single layer of perceptrons

    Auer, P., Burgsteiner, H. & Maass, W., 2008, In: Neural networks. 21, p. 786-795

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

  15. Published

    An efficient search algorithm for content-based image retrieval with user feedback

    Leung, P. & Auer, P., 2008, An efficient search algorithm for content-based image retrieval with user feedback. p. 0-0

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

  16. Published

    Learning with Malicious Noise

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

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

  17. Published

    Near-optimal Regret Bounds for Reinforcement Learning

    Auer, P., Jaksch, T. & Ortner, R., 2008.

    Research output: Contribution to conference › Poster › Research › peer-review

  18. 2007
  19. Published

    A new PAC bound for intersection-closed concept classes

    Auer, P. & Ortner, R., 2007, In: Machine learning. 66, p. 151-163

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

  20. 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 proceeding › Conference contribution

  21. Published

    Logarithmic online regret bounds for undiscounted reinforcement learning

    Auer, P. & Ortner, R., 2007, Advances in Neural Information Processing Systems 19. MIT Press, p. 49-56

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

  22. 2006
  23. Published

    Hannan consistency in on-line learning in case of unbounded losses under partial monitoring

    Allenberg, C., Auer, P., Györfi, L. & Ottucsák, G., 1 Jan 2006, Algorithmic Learning Theory - 17th International Conference, ALT 2006, Proceedings. Springer Berlin, p. 229-243 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 4264 LNAI).

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

  24. Published

    A distributed voting scheme to maximize preferences

    Auer, P. & Cesa-Bianchi, N., 2006, In: Theoretical Informatics and Applications = Informatique théorique et applications. p. 389-403

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

  25. Published

    A reasoning system to track movements of totally occluded objects

    Antenreiter, M. & Auer, P., 2006, International Cognitive Vision Workshop. Österr. Computer-Ges., p. 1-6

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

  26. Published

    A Simple Feature Extraction for High Dimensional Image Representations

    Savu-Krohn, C. & Auer, P., 2006, Subspace, Latent Structure and Feature Selection. p. 163-172

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

  27. Published

    Empirical evaluation of a new online reinforcement learning algorithm

    Auer, P., Jaksch, T. & Ortner, R., 2006

    Research output: Book/Report › Commissioned report › Transfer › peer-review

  28. Published

    Generic object recognition with Boosting

    Opelt, A., Pinz, A., Fussenegger, M. & Auer, P., 2006, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 28, p. 416-431

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

  29. Published

    Hannan consistency in online learning in case of unbounded losses under partial monitoring

    Auer, P., Allenberg, C., Györfi, L. & Ottucsák, G., 2006, Algorithmic Learning Theory. Springer, p. 229-243

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

  30. Published

    Logarithmic online regret bounds for undiscounted reinforcement learning

    Auer, P. & Ortner, R., 2006.

    Research output: Contribution to conference › Poster › Research › peer-review

  31. Published

    Visual Classification of Images by Learning Geometric Appearances Through Boosting

    Antenreiter, M., Savu-Krohn, C. & Auer, P., 2006, IAPR Workshop, ANNPR. Springer, p. 233-243

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

  32. 2005
  33. Published

    Experiments with hierarchical text classification

    Granitzer, M. & Auer, P., 1 Dec 2005, Proceedings of the 9th IASTED International Conference on Artificial Intelligence and Soft Computing, ASC 2005. p. 177-182 6 p. (Proceedings of the 9th IASTED International Conference on Artificial Intelligence and Soft Computing, ASC 2005).

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

  34. Published

    A boosting approach to multiple-instance learning

    Auer, P. & Ortner, R., 2005

    Research output: Book/Report › Commissioned report › Transfer › peer-review

  35. Published

    A Simple Feature Extraction for High Dimensional Image Representations (preliminary version)

    Savu-Krohn, C. & Auer, P., 2005, 1st Austrian Cognitive Vision Workshop. Österr. Computer-Ges., p. 27-32

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

  36. Published

    Learning Theory, 18th Annual Conference on Learning Theory, COLT 2005, Bertinoro, Italy, June 27-30, 2005, Proceedings 2005

    Auer, P. (Co-editor), 2005, Springer. (LNCS; vol. 3559)

    Research output: Book/Report › Book › Research

  37. Published

    Object recognition using geometric properties and a variant of boosting

    Auer, P. & Antenreiter, M., 2005, 1st Austrian Cognitive Vision Workshop, 2005. Österr. Computer-Ges., p. 43-50

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

  38. Published

    Online Regret Bounds for a New Reinforcement Learning Algorithm

    Auer, P. & Ortner, R., 2005, 1st Austrian Cognitive Vision Workshop. Österr. Computer-Ges., p. 35-42

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

  39. 2004
  40. Published

    A Boosting Approach to Multiple Instance Learning

    Auer, P. & Ortner, R., 2004, Machine Learning, 15th European Conference on Machine Learning, ECML 2004. Springer, p. 63-74

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

  41. 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 proceeding › Conference contribution

  42. Published

    Generic object recognition with boosting

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

    Research output: Book/Report › Commissioned report › Transfer › peer-review

  43. Published

    Object recognition using segmentation for feature detection

    Fussenegger, M., Opelt, A., Pinz, A. & Auer, P., 2004, 17th International Conference on Pattern Recognition (ICPR 2004). p. 41-44

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

  44. Published

    Object recognition using segmentation for feature detection

    Fussenegger, M., Opelt, A., Pinz, A. & Auer, P., 2004, Digital Imaging in Media and Education, Proc. of the 28th OEAGM/AAPR Conference; OCG 2004 (179 Schriftenreihe). p. 103-110

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

  45. Published

    Weak hypotheses and boosting for generic object detection and recognition

    Opelt, A., Fussenegger, M., Pinz, A. & Auer, P., 2004, Computer Vision - ECCV 2004, 8th European Conference on Computer Vision. p. 71-84

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

  46. 2002
  47. Published

    Adaptive and self-confident online learning algorithms

    Auer, P., Cesa-Bianchi, N. & Gentile, C., 2002, In: Journal of computer and system sciences (JCSS). 64, p. 48-78

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

  48. 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

  49. 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

  50. Published

    The InfoSky viusal explorer: Exploiting Hierarchical Structure and Document Similarities

    Andrews, K., Kienreich, W., Sabol, V., Becker, J., Droschl, G., Kappe, F., Granitzer, M., Auer, P. & Tochtermann, K., 2002, In: Information Visualization. 1.2002, 3-4, p. 166-181 16 p.

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

  51. 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

  52. 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

  53. 2000
  54. 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

  55. 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

  56. 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

  57. 1999
  58. 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

  59. 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

  60. 1998
  61. Published

    Approximating Hyper-Rechtangles: Learning and Pseudorandon Sets

    Auer, P., Long, P. M. & Srinivasan, A., 1998, In: Journal of computer and system sciences (JCSS). 57, p. 376-388

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

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