Peter Auer

Publikationen

Publikationen pro Jahr 1989 1995 1996 1997 1998 2002 2004 2005 2006 2008 2009 2010 2011 2012 2016 2019 2023

• 66 Beitrag in Konferenzband
• 37 Artikel
• 7 Poster
• 5 Beitrag in Buch/Sammelband
• 14 Mehr
  • 4 Forschungsbericht
  • 3 Paper
  • 2 Leitartikel
  • 1 Buch
  • 1 Eintrag in Nachschlagewerk
  • 1 Abstract/Zusammenfassung
  • 1 Kurzmitteilung
  • 1 Sonderausgabe/Sonderband

Publikationen pro Jahr

Publikationen pro Jahr

Suchergebnisse

• 2023

  Autonomous Exploration for Navigating in MDPs Using Blackbox RL Algorithms

  Gajane, P., Auer, P. & Ortner, R., 2023, Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence (IJCAI-23). S. 3714-3722

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

  Open Access
• 2022

  Hybrid Machine Learning for Anomaly Detection in Industrial Time-Series Measurement Data

  Terbuch, A., O'Leary, P. & Auer, P., 2022, I2MTC 2022 - IEEE International Instrumentation and Measurement Technology Conference: Instrumentation and Measurement under Pandemic Constraints, Proceedings. Institute of Electrical and Electronics Engineers, (Conference Record - IEEE Instrumentation and Measurement Technology Conference).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband
  1 Zitat (Scopus)
• 2021

  Grid Load Mitigation in EV Fast Charging Stations Through Integration of a High-Performance Flywheel Energy Storage System with CFRP Rotor

  Buchroithner, A., Presmair, R., Haidl, P., Wegleiter, H., Thormann, B., Kienberger, T., Auer, P. & Domitner, J., 2021, 2021 IEEE Green Energy and Smart Systems Conference, IGESSC 2021. Institute of Electrical and Electronics Engineers, (2021 IEEE Green Energy and Smart Systems Conference, IGESSC 2021).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband
  4 Zitate (Scopus)

• Learning to Drive with Deep Reinforcement Learning

  Chukamphaeng, N., Pasupa, K., Antenreiter, M. & Auer, P., 21 Jan. 2021, KST 2021 - 2021 13th International Conference Knowledge and Smart Technology. Institute of Electrical and Electronics Engineers, S. 147-152 6 S. 9415770. (KST 2021 - 2021 13th International Conference Knowledge and Smart Technology).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

• Particle Size Estimation in Mixed Commercial Waste Images Using Deep Learning

  Kittiworapanya, P., Pasupa, K. & Auer, P., 29 Juni 2021, IAIT 2021 - 12th International Conference on Advances in Information Technology: Intelligence and Innovation for Digital Business and Society. Association for Computing Machinery (ACM), 3471273. (ACM International Conference Proceeding Series).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband
• 2019

  Adaptively Tracking the Best Bandit Arm with an Unknown Number of Distribution Changes

  Auer, P., Gajane, P. & Ortner, R., 2019, Proceedings of the 32nd Conference on Learning Theory, COLT 2019. S. 138-158

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

  Open Access

• Variational Regret Bounds for Reinforcement Learning

  Ortner, R., Gajane, P. & Auer, P., 2019, Proceedings of The 35th Uncertainty in Artificial Intelligence Conference, UAI 2019. S. 81-90

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

  Open Access
• 2016

  An algorithm with nearly optimal pseudo-regret for both stochastic and adversarial bandits

  Auer, P. & Chiang, C-K., 23 Juni 2016, Proceedings of the 29th Conference on Learning Theory, COLT 2016. S. 116-120 (JMLR Workshop and Conference Proceedings; Band 49).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

  Open Access
  13 Zitate (Scopus)

• Pareto Front Identification from Stochastic Bandit Feedback

  Auer, P., Chiang, C-K., Ortner, R. & Drugan, M., 2016, Proceedings of the Nineteenth International Conference on Artificial Intelligence and Statistics, AISTATS 2016. S. 939-947 (JMLR Workshop and Conference Proceedings).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband
• 2014

  Algorithmic Learning Theory: 25th International Conference, ALT 2014 Bled, Slovenia, October 8-10, 2014 Proceedings

  Auer, P., Clark, A., Zeugmann, T. & Zilles, S., 1 Jan. 2014, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Springer Berlin, Band 8776. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 8776).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband
• 2012

  Autonomous Exploration For Navigating In MDPs.

  Titel in Übersetzung: Autonomous Exploration For Navigating In MDPs.Lim, S. H. & Auer, P., 2012, Proceedings of the 25th Annual Conference on Learning Theory. S. 40.1-40.24

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

• Evaluation and Analysis of the Performance of the EXP3 Algorithm in Stochastic Environments

  Seldin, Y., Szepesvári, C., Auer, P. & Abbasi-Yadkori, Y., 2012, Proceedings of the Tenth European Workshop on Reinforcement Learning, EWRL 2012. JMLR.org, S. 103-116 (JMLR proceedings).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

• PAC-Bayes-Bernstein Inequality for Martingales and its Application to Multiarmed Bandits.

  Titel in Übersetzung: PAC-Bayes-Bernstein Inequality for Martingales and its Application to Multiarmed Bandits.Seldin, Y., Cesa-Bianchi, N., Auer, P., Laviolette, F. & Shawe-Taylor, J., 2012, Proceedings of the Workshop on On-line Trading of Exploration and Exploitation 2. S. 98-111

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

• PAC-Bayesian Analysis of Contextual Bandits

  Titel in Übersetzung: PAC-Bayesian Analysis of Contextual BanditsSeldin, Y., Auer, P., Laviolette, F., Shawe-Taylor, J. S. & Ortner, R., 2012, Advances in Neural Information Processing Systems 24. MIT Press, S. 1683-1691

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

• PAC-Bayesian Inequalities for Martingales

  Seldin, Y., Cesa-Bianchi, N., Shawe-Taylor, J. & Auer, P., 2012, Proceedings of the Twenty-Eighth Conference on Uncertainty in Artificial Intelligence, UAI 2012. AUAI Press

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

• PAC Subset Selection in Stochastic Multi-armed Bandits

  Kalyanakrishnan, S., Tewari, A., Auer, P. & Stone, P., 2012, Proceedings of the 29th International Conference on Machine Learning, ICML 2012. icml.cc

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

  123 Zitate (Scopus)

• Regret Bounds for Restless Markov Bandits

  Titel in Übersetzung: Regret Bounds for Restless Markov BanditsOrtner, R., Ryabko, D., Auer, P. & Munos, R., 2012, Algorithmic Learning Theory 23rd International Conference, ALT 2012, Lyon, France, October 29-31, 2012. Proceedings. S. 214-228

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband
  19 Zitate (Scopus)
• 2011

  Exploration and Exploitation in Online Learning

  Titel in Übersetzung: Exploration and Exploitation in Online LearningAuer, P., 2011, International Conference on Adaptive and Intelligent Symstems - ICAIS 2011. S. 2-2

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

• Models for Autonomously Motivated Exploration in Reinforcement Learning

  Titel in Übersetzung: Models for Autonomously Motivated Exploration in Reinforcement LearningAuer, P., Lim, S. H. & Watkins, C., 2011, The Fourteenth International Conference on Discovery Science (DS 2011). S. 29-29

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

  1 Zitat (Scopus)

• Upper-Confidence-Bound Algorithms for Active Learning in Mulit-armed Bandits

  Titel in Übersetzung: Upper-Confidence-Bound Algorithms for Active Learning in Mulit-armed BanditsAuer, P., Carpentier, A., Lazaric, A., Ghavamzadeh, M. & Munos, R., 2011, The 22nd International Conference on Algorithmic Learning Theory. S. 189-203

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

• Upper-confidence-bound algorithms for active learning in multi-armed bandits

  Carpentier, A., Lazaric, A., Ghavamzadeh, M., Munos, R. & Auer, P., 20 Okt. 2011, Algorithmic Learning Theory - 22nd International Conference, ALT 2011, Proceedings. S. 189-203 15 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 6925 LNAI).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband
  24 Zitate (Scopus)
• 2010

  Exploration-Exploitation of Eye Movement Enriched Multiple Feature Spaces for Content-Based Image Retrieval

  Titel in Übersetzung: Exploration-Exploitation of Eye Movement Enriched Multiple Feature Spaces for Content-Based Image RetrievalHussain, 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. S. 2010-2010

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

  4 Zitate (Scopus)

• Geochemical fingerprinting of Coltan ores by machine learning on uneven datasets

  Titel in Übersetzung: Geochemical fingerprinting of Coltan ores by machine learning on uneven datasetsSavu-Krohn, C., Rantitsch, G., Auer, P., Melcher, F. & Graupner, T., 2010, Geochemical fingerprinting of Coltan ores by machine learning on uneven datasets. Geoaustria, S. 217-218

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

• Pinview: Implicit Feedback in Content-Based Image Retrieval

  Titel in Übersetzung: Pinview: Implicit Feedback in Content-Based Image RetrievalAuer, 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. S. 0-0

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband
• 2009

  Combining Classifiers for Improved Multilabel Image Classification

  Titel in Übersetzung: Combining Classifiers for Improved Multilabel Image ClassificationAntenreiter, M., Ortner, R. & Auer, P., 2009, Learning from Multi-label Data, MLD Workshop at ECML 2009. S. 16-27

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

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

  Titel in Übersetzung: Consistent Interpretation of Image Sequences to Improve Object Models on the flyPrankl, J., Antenreiter, M., Auer, P. & Vincze, M., 2009, Computer Vision Systems. S. 384-393

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

  1 Zitat (Scopus)

• Near-optimal Regret Bounds for Reinforcement Learning

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

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

  57 Zitate (Scopus)

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

  Titel in Übersetzung: Using a spatio-temporal reasoning system to improve object models on the flyAntenreiter, M., Prankl, J., Vincze, M. & Auer, P., 2009, 33rd Workshop of the Austrian Association for Pattern Recognition - Visual Learning. S. 25-36

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband
• 2008

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

  Titel in Übersetzung: An efficient search algorithm for content-based image retrieval with user feedbackLeung, P. & Auer, P., 2008, An efficient search algorithm for content-based image retrieval with user feedback. S. 0-0

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

  5 Zitate (Scopus)
• 2007

  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, S. 454-468

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband
  79 Zitate (Scopus)

• Logarithmic online regret bounds for undiscounted reinforcement learning

  Titel in Übersetzung: Logarithmic online regret bounds for undiscounted reinforcement learningAuer, P. & Ortner, R., 2007, Advances in Neural Information Processing Systems 19. MIT Press, S. 49-56

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

  74 Zitate (Scopus)
• 2006

  A reasoning system to track movements of totally occluded objects

  Titel in Übersetzung: A reasoning system to track movements of totally occluded objectsAntenreiter, M. & Auer, P., 2006, International Cognitive Vision Workshop. Österr. Computer-Ges., S. 1-6

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

• A Simple Feature Extraction for High Dimensional Image Representations

  Titel in Übersetzung: A Simple Feature Extraction for High Dimensional Image RepresentationsSavu-Krohn, C. & Auer, P., 2006, Subspace, Latent Structure and Feature Selection. S. 163-172

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

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

  Titel in Übersetzung: Hannan consistency in online learning in case of unbounded losses under partial monitoringAuer, P., Allenberg, C., Györfi, L. & Ottucsák, G., 2006, Algorithmic Learning Theory. Springer, S. 229-243

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

• 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, S. 229-243 15 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 4264 LNAI).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

  26 Zitate (Scopus)

• Visual Classification of Images by Learning Geometric Appearances Through Boosting

  Titel in Übersetzung: Visual Classification of Images by Learning Geometric Appearances Through BoostingAntenreiter, M., Savu-Krohn, C. & Auer, P., 2006, IAPR Workshop, ANNPR. Springer, S. 233-243

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband
  1 Zitat (Scopus)
• 2005

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

  Titel in Übersetzung: 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., S. 27-32

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

• Experiments with hierarchical text classification

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

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

  6 Zitate (Scopus)

• Object recognition using geometric properties and a variant of boosting

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

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

• Online Regret Bounds for a New Reinforcement Learning Algorithm

  Titel in Übersetzung: Online Regret Bounds for a New Reinforcement Learning AlgorithmAuer, P. & Ortner, R., 2005, 1st Austrian Cognitive Vision Workshop. Österr. Computer-Ges., S. 35-42

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband
• 2004

  A Boosting Approach to Multiple Instance Learning

  Titel in Übersetzung: A Boosting Approach to Multiple Instance LearningAuer, P. & Ortner, R., 2004, Machine Learning, 15th European Conference on Machine Learning, ECML 2004. Springer, S. 63-74

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

  57 Zitate (Scopus)

• A New PAC-bound for Intersection-closed Concept Classes

  Titel in Übersetzung: A New PAC-bound for Intersection-closed Concept ClassesAuer, P. & Ortner, R., 2004, Learning Theory, 17th Annual Conference on Learning Theory. Springer, S. 408-414

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

  1 Zitat (Scopus)

• Object recognition using segmentation for feature detection

  Titel in Übersetzung: Object recognition using segmentation for feature detectionFussenegger, 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). S. 103-110

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

  25 Zitate (Scopus)

• Object recognition using segmentation for feature detection

  Titel in Übersetzung: Object recognition using segmentation for feature detectionFussenegger, M., Opelt, A., Pinz, A. & Auer, P., 2004, 17th International Conference on Pattern Recognition (ICPR 2004). S. 41-44

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

  25 Zitate (Scopus)

• Weak hypotheses and boosting for generic object detection and recognition

  Titel in Übersetzung: Weak hypotheses and boosting for generic object detection and recognitionOpelt, A., Fussenegger, M., Pinz, A. & Auer, P., 2004, Computer Vision - ECCV 2004, 8th European Conference on Computer Vision. S. 71-84

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

  129 Zitate (Scopus)
• 2002

  Reducing communication for distributed learning in neural networks

  Titel in Übersetzung: Reducing communication for distributed learning in neural networksAuer, P., Burgsteiner, H. & Maass, W., 2002, Proc. of the International Conference on Artificial Neural Networks - ICANN 2002. S. 123-128

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

  25 Zitate (Scopus)
• 2000

  Adaptive and Self-Confident On-Line Learning Algorithms

  Titel in Übersetzung: Adaptive and Self-Confident On-Line Learning AlgorithmsAuer, P. & Gentile, C., 2000, Proceedings of the Thirteenth Annual Conference on Computational Learning Theory (COLT 2000). Springer, S. 107-117

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

• An Improved On-line Algorithm for Learning Linear Evaluation Functions

  Titel in Übersetzung: An Improved On-line Algorithm for Learning Linear Evaluation FunctionsAuer, P., 2000, Proceedings of the Thirteenth Annual Conference on Computational Learning Theory (COLT 2000). Springer, S. 118-125

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

• Using Upper Confidence Bounds for Online Learning

  Titel in Übersetzung: Using Upper Confidence Bounds for Online LearningAuer, P., 2000, 41th Annual Symposium on Foundations of Computer Science. S. 270-293

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband

  18 Zitate (Scopus)
• 1999

  Finite Time Analysis of the Multiarmed Bandit Problem

  Titel in Übersetzung: Finite Time Analysis of the Multiarmed Bandit ProblemAuer, P., Cesa-Bianchi, N. & Fischer, P., 1999, IT Workshop on Decision, Estimation, Classification and Imaging. S. ---

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Beitrag in Konferenzband