Chair of Information Technology (150)

Research output

Research output per year 1989 1998 2002 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2016 2017 2018 2019 2021 2021

• 5405 Citations
• 23 h-index
• 81 Conference contribution
• 47 Article
• 18 Poster
• 14 Master's Thesis
• 28 More
  • 6 Chapter
  • 4 Commissioned report
  • 4 Paper
  • 4 Software
  • 2 Editorial
  • 2 Doctoral Thesis
  • 1 Anthology
  • 1 Book
  • 1 Entry for encyclopedia/dictionary
  • 1 Abstract
  • 1 Special issue
  • 1 Web publication/site

Research output per year

Research output per year

Search results

• 2009

  Simulation von Scheduling Algorithmen

  Translated title of the contribution: Simulation of scheduling algorithmsWinkler, T., 2009

  Research output: Thesis › Master's Thesis

  Open Access

  File
  736 Downloads (Pure)

• 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
• 2008

  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

  98 Citations (Scopus)

• 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

  5 Citations (Scopus)

• A Note on Convex Realizability of Arrangements of Pseudocircles

  Linhart, J. & Ortner, R., 2008, In: Geombinatorics. XVIII, p. 66-71

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

• Cost-minimising strategies for data labelling: optimal stopping and active learning

  Dimitrakakis, C. & Savu-Krohn, C., 2008, Foundations of Information and Knowledge Systems. p. 96-111

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
  4 Citations (Scopus)

• Embeddability of arrangements of pseudocircles into the sphere

  Ortner, R., 2008, In: European journal of combinatorics. 29, p. 457-469

  Research output: Contribution to journal › Article › Research › peer-review
  2 Citations (Scopus)

• Improved Upper Bounds on the Number of Vertices of Weight <=k

  Ortner, R., 2008, 24th European Workshop on Computational Geometry. p. 35-38

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

• Joining Two Paradigms of Machine Learning

  Ortner, R., 2008, In: ÖGAI-Journal. 27, p. 3-6

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

• Learning with Malicious Noise

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

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

• Near-optimal Regret Bounds for Reinforcement Learning

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

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

• Online Regret Bounds for Markov Decision Processes with Deterministic Transitions

  Ortner, R., 2008, Proceedings of the 19th International Conference on Algorithmic Learning Theory. p. 123-137

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

  7 Citations (Scopus)

• Optimism in the Face of Uncertainty Should be Refutable

  Ortner, R., 2008, In: Minds and Machines. 18, p. 521-526

  Research output: Contribution to journal › Article › Research › peer-review
  4 Citations (Scopus)
• 2007

  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
  8 Citations (Scopus)

• Building Models on Global Supply Chains

  Krenn, B., Engelhardt-Nowitzki, C., Savu-Krohn, C. & Zsifkovits, H., 2007, Building Models on Global Supply Chains. University of Iceland, p. 1-17

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

  File
  27 Downloads (Pure)

• Improved Rates for the Stochastic Continuum-Armed Bandit Problem

  Translated title of the contribution: Improved Rates for the Stochastic Continuum-Armed Bandit ProblemAuer, 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
  75 Citations (Scopus)

• Linear dependence of stationary distributions in ergodic Markov decision processes

  Ortner, R., 2007, In: Operations Research Letters. 35, p. 619-626

  Research output: Contribution to journal › Article › Research › peer-review
  4 Citations (Scopus)

• 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

  72 Citations (Scopus)

• Non-backtracking random walks and cogrowth of graphs

  Ortner, R. & Woess, W., 2007, In: Canadian journal of mathematics : Journal canadien de mathématiques. 59, p. 828-844

  Research output: Contribution to journal › Article › Research › peer-review
  20 Citations (Scopus)

• Pseudometrics for State Aggregation in Average Reward Markov Decision Processes

  Ortner, R., 2007, Proceedings of the 18th International Conference on Algorithmic Learning Theory. p. 373-387

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

  13 Citations (Scopus)
• 2006

  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

• 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

• 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

• Empirical evaluation of a new online reinforcement learning algorithm

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

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

• 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

  295 Citations (Scopus)

• 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

• Intelligente Videoanalyse

  Translated title of the contribution: Intelligente VideoanalyseAntenreiter, M., 2006.

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

• Logarithmic online regret bounds for undiscounted reinforcement learning

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

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

• Pawlow'sche Steuerungen

  Translated title of the contribution: Pawlow'sche SteuerungenOrtner, R., 2006.

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

• 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
  1 Citation (Scopus)
• 2005

  A boosting approach to multiple-instance learning

  Auer, P. & Ortner, R., 2005, Unknown Publisher.

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

• An Arrangement of Pseudocircles not Realizable with Circles

  Translated title of the contribution: An Arrangement of Pseudocircles not Realizable with CirclesLinhart, J. & Ortner, R., 2005, In: Beiträge zur Algebra und Geometrie = Contributions to algebra and geometry. 46, p. 351-356

  Research output: Contribution to journal › Article › Research › peer-review
  5 Citations (Scopus)

• 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

• Combinations and Mixtures of Optimal Policies in Unichain MDPs are Optimal: arXiv.org e-Print archive

  Ortner, R., 2005

  Research output: Non-textual form › Web publication/site › Research

• 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

  6 Citations (Scopus)

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

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

  Research output: Book/Report › Book › Research

• Object recognition using geometric properties and a variant of boosting

  Translated title of the contribution: Object recognition using geometric properties and a variant of boostingAuer, 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

• 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
• 2004

  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

  56 Citations (Scopus)

• 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

  1 Citation (Scopus)

• Generic object recognition with boosting

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

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

• 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

  24 Citations (Scopus)

• 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

  24 Citations (Scopus)

• On the Combinatorial Structure of Arrangements of Oriented Pseudocircles

  Linhart, J. & Ortner, R., 2004, In: The journal of combinatorics. 11, p. R30-R30

  Research output: Contribution to journal › Article › Research › peer-review
  4 Citations (Scopus)

• 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

  113 Citations (Scopus)
• 2002

  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

  118 Citations (Scopus)

• 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

  2895 Citations (Scopus)

• 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

  23 Citations (Scopus)

• 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

• 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