Chair of Information Technology (150)
Organisational unit: Chair
Research output
- 2025
- Accepted/In press
Online Regret Bounds for Satisficing in MDPs
Hajiabolhassan, H. & Ortner, R., 2025, (Accepted/In press) In: Mathematics of Operations Research. ??? Stand: 27. März 2025, ??? Stand: 27. März 2025, p. ??? Stand: 27. März 2025Research output: Contribution to journal › Article › Research › peer-review
- 2024
- Published
Machine learning assisted calibration of PVT simulations for SiC crystal growth
Taucher, L., Ramadan, Z., Hammer, R., Obermüller, T., Auer, P. & Romaner, L., 10 Oct 2024, In: CrystEngComm. 44.2024, 26, p. 6322-6335 14 p.Research output: Contribution to journal › Article › Research › peer-review
- Published
Automatic and time-resolved determination of fracture characteristics from in situ experiments
Schmuck, K. S., Antenreiter, M., Alfreider, M. & Kiener, D., Jul 2024, In: Materials & design. 243.2024, July, 12 p., 113038.Research output: Contribution to journal › Article › Research › peer-review
- Published
A DSMS approach to support surveillance data based services in U-space
Pfisterer, D., 2024Research output: Thesis › Master's Thesis
- Published
Instrumentation and Signal Processing for the Verification of Directional Drilling
O'Leary, P., Terbuch, A., Ninevski, D., Mevec, D., Fruhmann, R., Khalilimotlaghkasmaei, N. & Habacher, M., 2024, 2024 IEEE International Instrumentation and Measurement Technology Conference (I2MTC) (I2MTC 2024).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Multi-Armed Bandits in IEEE 802.11ac: Efficient Algorithms and Testbed Experiments
Le, M., Bile, P., Pawar, S. P., Auer, P., Thapa, P. D., Hühn, T. & Jorswieck, E. A., 2024, 2024 IEEE International Workshop Technical Committee on Communications Quality and Reliability (CQR).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Understanding the Gaps in Satisficing Bandits
Rouyer, C., Ortner, R. & Auer, P., 2024.Research output: Contribution to conference › Poster › Research › peer-review
- 2023
- Published
Adaptive Algorithms for Meta-Induction
Ortner, R., 7 Oct 2023, In: Journal for general philosophy of science = Zeitschrift für allgemeine Wissenschaftstheorie. 54.2023, 3, p. 433–450 18 p.Research output: Contribution to journal › Article › Research › peer-review
- Published
Exam proctoring system V3.0.1
Antenreiter, M., 23 Aug 2023Research output: Non-textual form › Software › Education
- Published
Regret Bounds for Satisficing in Multi-Armed Bandit Problems
Michel, T., Hajiabolhassan, H. & Ortner, R., 7 Jun 2023, In: Transactions on machine learning research. 2023, August, 19 p.Research output: Contribution to journal › Article › Research › peer-review
- Published
FunQG: Molecular Representation Learning Via Quotient Graphs
Hajiabolhassan, H., Taheri, Z., Hojatnia, A. & Taheri Yeganeh, Y., 15 May 2023, In: Journal of chemical information and modeling. 63.2023, 11, p. 3275-3287 13 p.Research output: Contribution to journal › Article › Research › peer-review
- Published
A Reinforcement Learning Approach for Real-Time Autonomous Decision-Making in Well Construction
Keshavarz, S., Vita, P., Rückert, E., Ortner, R. & Thonhauser, G., 19 Jan 2023, SPE AI Symposium 2023: Leveraging Artificial Intelligence to Shape the Future of the Energy Industry. (Society of Petroleum Engineers - SPE Symposium: Leveraging Artificial Intelligence to Shape the Future of the Energy Industry, AIS 2023).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Detecting Anomalous Multivariate Time-Series via Hybrid Machine Learning
Terbuch, A., O'Leary, P., Khalilimotlaghkasmaei, N., Auer, P., Zöhrer, A. & Winter, V., 12 Jan 2023, In: IEEE transactions on instrumentation and measurement. 72.2023, 13 p., 2503711.Research output: Contribution to journal › Article › Research › peer-review
- Published
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). p. 3714-3722Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Grundlagen- und Ansatzerhebung für eine gemeinsame Emulationsumgebung zur übergreifenden Anwendung auf der Materialfluss- und Steuerungsebene
Schalk, R., 2023Research output: Thesis › Master's Thesis
- Published
No-Regret Online Reinforcement Learning with Adversarial Losses and Transitions
Jin, T., Liu, J., Rouyer, C., Chang, W., Wei, C.-Y. & Luo, H., 2023, 37th Conference on Neural Information Processing Systems (NeurIPS 2023).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Accepted/In press
Online Regret Bounds for Satisficing in MDPs
Hajiabolhassan, H. & Ortner, R., 2023, (Accepted/In press).Research output: Contribution to conference › Poster › Research › peer-review
- Published
When is Cartesian product a Cayley graph?
Dobson, E., Hujdurovic, A., Imrich, W. & Ortner, R., 2023, Proceedings of the 12th European Conference on Combinatorics, Graph Theory and Applications. p. 362-367Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 2022
- Published
Decision Making Under Uncertainty and Reinforcement Learning
Dimitrakakis, C. & Ortner, R., Dec 2022, Springer. (Intelligent Systems Reference Library; vol. 223)Research output: Book/Report › Book › Education
- Published
Quantification of Transfer in Reinforcement Learning via Regret Bounds for Learning Agents
Tuynman, A. & Ortner, R., Sept 2022.Research output: Contribution to conference › Poster › Research › peer-review
- Published
Regret Bounds for Satisficing in Multi-Armed Bandit Problems
Michel, T., Hajiabolhassan, H. & Ortner, R., Sept 2022.Research output: Contribution to conference › Poster › Research › peer-review
- Published
Predicting Packaging Sizes Using Machine Learning
Heininger, M. & Ortner, R., 22 Aug 2022, In: Operations research forum. 43.2022, 3, 14 p., 43.Research output: Contribution to journal › Article › Research › peer-review
- E-pub ahead of print
The bin covering with delivery problem, extended investigations for the online case
Abraham, G., Auer, P., Dosa, G., Dulai, T., Tuza, Z. & Werner-Stark, Á., 30 Apr 2022, (E-pub ahead of print) In: Central European Journal of Operations Research. 31.2023, March, p. 21-47 27 p.Research output: Contribution to journal › Article › Research › peer-review
- Published
Annotation of screencasts: Distinguishing Between Relevant and Irrelevant Sections
Ulm, T., 2022Research output: Thesis › Master's Thesis
- Published
Entscheidungsfindung unter Unsicherheit durch Reinforcement Learning am Beispiel einer Microgrid-Steuerung
Zeilinger, K., 2022Research output: Thesis › Master's Thesis
- Published
Evaluierung der Eignung von neuronalen Netzen zum Forecasting logistischer Zeitreihen: Ein Beispiel aus der österreichischen Lebensmittelindustrie
Kotzbeck, J., 2022Research output: Thesis › Master's Thesis
- Published
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).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
LoopyDenseNet: Combining Skip Connections, Dense Connectivity and Loops within a Convolutional Neural Network
Niederl, P., 2022Research output: Thesis › Master's Thesis
- Published
Parameteroptimierung einer Logistiksoftware: Anwendung eines evolutionären Verfahrens am Beispiel eines Lagerplatzsuchers
Perl, M., 2022Research output: Thesis › Master's Thesis
- Published
- 2021
- Published
A new heuristic and an exact approach for a production planning problem
Auer, P., Dósa, G., Dulai, T., Fügenschuh, A., Näser, P., Ortner, R. & Werner-Starkne, A., Sept 2021, In: Central European Journal of Operations Research. 29, 3, p. 1079-1113 35 p.Research output: Contribution to journal › Article › Research › peer-review
- Published
Regret Bounds for Reinforcement Learning via Markov Chain Concentration
Ortner, R., 26 Aug 2021.Research output: Contribution to conference › Poster › Research › peer-review
- Published
Particle Size Estimation in Mixed Commercial Waste Images Using Deep Learning
Kittiworapanya, P., Pasupa, K. & Auer, P., 29 Jun 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).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
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, p. 147-152 6 p. 9415770. (KST 2021 - 2021 13th International Conference Knowledge and Smart Technology).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
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).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Online Anticipatory Algorithms for Scheduling Problems
Erler, S., 2021Research output: Thesis › Master's Thesis
- Published
Vorhersage der Verpackungsgröße einer Lieferung in einem E-Commerce-Unternehmen mittels Machine Learning
Heininger, M., 2021Research output: Thesis › Master's Thesis
- 2020
- Published
Online exam proctoring system
Antenreiter, M., 16 Oct 2020Research output: Non-textual form › Software › Education
- Published
A fast video compression algorithm for online exams
Antenreiter, M., 11 Sept 2020Research output: Non-textual form › Software › Research
- Published
Regret Bounds for Reinforcement Learning via Markov Chain Concentration
Ortner, R., 23 Jan 2020, In: The journal of artificial intelligence research. 67.2020, 1, p. 115-128 14 p.Research output: Contribution to journal › Article › Research › peer-review
- Published
Clusteranalyse für die Bildung von Produktgruppen zur Unterstützung der Lagerdimensionierung
Kohlhofer, J. B., 2020Research output: Thesis › Master's Thesis
- Published
Maschinelles Lernen in der Nachschubsteuerung - Verbesserung der Nachschubsteuerung durch den Einsatz von maschinellem Lernen in der Bedarfsprognose
Labner, J., 2020Research output: Thesis › Master's Thesis
- 2019
- Published
A Reinforcement Learning Motivated Algorithm for Process Optimization
Ábrahám, Á., Auer, P., Dósa, G., Dulai, T. & Werner-Stark, Á., 18 Dec 2019, In: Periodica Polytechnica Civil Engineering. 63.2019, 4, p. 961-970 10 p.Research output: Contribution to journal › Article › Research › peer-review
- Published
Regret Bounds for Learning State Representations in Reinforcement Learning
Ortner, R., Pirotta, M., Lazaric, A., Fruit, R. & Maillard, O.-A., Dec 2019.Research output: Contribution to conference › Poster › Research › peer-review
- Published
Adaptively Tracking the Best Bandit Arm with an Unknown Number of Distribution Changes
Auer, P., Gajane, P. & Ortner, R., 27 Jun 2019.Research output: Contribution to conference › Poster › Research › peer-review
- Published
Achieving Optimal Dynamic Regret for Non-stationary Bandits without Prior Information
Auer, P., Chen, Y., Gajane, P., Lee, C.-W., Luo, H., Ortner, R. & Wei, C.-Y., 2019.Research output: Contribution to conference › Abstract › peer-review
- Published
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. p. 138-158Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- E-pub ahead of print
Regret Bounds for Learning State Representations in Reinforcement Learning
Ortner, R., Pirotta, M., Lazaric, A., Fruit, R. & Maillard, O.-A., 2019, (E-pub ahead of print) Advances in Neural Information Processing Systems. Vol. 32. p. 12717 12727 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Variational Regret Bounds for Reinforcement Learning
Ortner, R., Gajane, P. & Auer, P., 2019.Research output: Contribution to conference › Paper › peer-review
- Published
Variational Regret Bounds for Reinforcement Learning
Ortner, R., Gajane, P. & Auer, P., 2019, Proceedings of The 35th Uncertainty in Artificial Intelligence Conference, UAI 2019. p. 81-90Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 2018
- Published
Online learning with randomized feedback graphs for optimal PUE attacks in cognitive radio networks
Dabaghchian, M., Alipour-Fanid, A., Zeng, K., Wang, Q. & Auer, P., 1 Oct 2018, In: IEEE ACM transactions on networking. 26, 5, p. 2268-2281 14 p., 8466108.Research output: Contribution to journal › Article › Research › peer-review
- Published
Adaptively Tracking the Best Arm with an Unknown Number of Distribution Changes
Auer, P., Gajane, P. & Ortner, R., 2018.Research output: Contribution to conference › Paper › peer-review
- Published
Adaptively Tracking the Best Arm with an Unknown Number of Distribution Changes
Auer, P., Gajane, P. & Ortner, R., 2018.Research output: Contribution to conference › Poster › Research › peer-review
- Published
Application of Regression Analysis for Throughput Prediction in the Order Picking Process
Lahovnik, J., 2018Research output: Thesis › Master's Thesis
- Published
A Sliding-Window Approach for Reinforcement Learning in MDPs with Arbitrarily Changing Rewards and Transitions.
Gajane, P., Ortner, R. & Auer, P., 2018.Research output: Contribution to conference › Paper › peer-review
- Published
Efficient Bias-Span-Constrained Exploration-Exploitation in Reinforcement Learning
Fruit, R., Pirotta, M., Lazaric, A. & Ortner, R., 2018, Proceedings of the 35th International Conference on Machine Learning, ICML 2018. Vol. PMLR 80. p. 1578-1586Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Guest Editors' Foreword
Ortner, R. & Ulrich Simon, H., 2018, In: Theoretical Computer Science. 742Research output: Contribution to journal › Article › Research
- 2017
- Published
PSE-AP V1.0: software for predicting the segregation energy based on atom positions
Antenreiter, M., 6 Oct 2017Research output: Non-textual form › Software › Research
- Published
Software for binary classification of uneven geochemical datasets V1.0
Antenreiter, M., 10 Jan 2017Research output: Non-textual form › Software › Research
- Published
Automatic Scene Interpretation with Totally Occluded Objects
Antenreiter, M., 2017Research output: Thesis › Doctoral Thesis
- Published
Machine learning concepts in predictive analytics - A case study on wind turbine data
Steiner, E., 2017Research output: Thesis › Master's Thesis
- Published
Monte Carlo Tree Search for Job Shop Scheduling Problems
Reichenhauser, C., 2017Research output: Thesis › Master's Thesis
- Published
Online Learning
Auer, P., 2017, Encyclopedia of Machine Learning and Data Mining.Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
- 2016
- Published
Algorithmic Learning Theory
Auer, P., Clark, A. & Zeugmann, T., 18 Oct 2016, In: Theoretical Computer Science. 650, p. 1-3Research output: Contribution to journal › Special issue › Research › peer-review
- Published
Guest editors' foreword
Auer, P., Clark, A. & Zeugmann, T., 18 Oct 2016, In: Theoretical Computer Science. 650.2016, 18 October, p. 1-3 3 p.Research output: Contribution to journal › Letter › peer-review
- Published
An algorithm with nearly optimal pseudo-regret for both stochastic and adversarial bandits
Auer, P. & Chiang, C.-K., 23 Jun 2016, Proceedings of the 29th Conference on Learning Theory, COLT 2016. p. 116-120 (JMLR Workshop and Conference Proceedings; vol. 49).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Improved Learning Complexity in Combinatorial Pure Exploration Bandits
Gabillon, V., Lazaric, A., Ghavamzadeh, M., Ortner, R. & Bartlett, P., 10 May 2016.Research output: Contribution to conference › Poster › Research › peer-review
- Published
Learning with Malicious Noise
Auer, P., 22 Apr 2016, Encyclopedia of Algorithms. Springer, p. 1086-1089Research output: Chapter in Book/Report/Conference proceeding › Entry for encyclopedia/dictionary › Research
- Published
Algorithmic Learning Theory: 27th International Conference, ALT 2016, Proceedings
Ortner, R. (Co-editor), Ulrich Simon, H. (Co-editor) & Zilles, S., 2016, Springer.Research output: Book/Report › Anthology › Research
- Published
Improved Learning Complexity in Combinatorial Pure Exploration Bandits
Gabillon, V., Lazaric, A., Ghavamzadeh, M., Ortner, R. & Bartlett, P., 2016, Proceedings of the Nineteenth International Conference on Artificial Intelligence and Statistics, AISTATS 2016. p. 1004-1012 (JMLR Workshop and Conference Proceedings).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Optimal Behavior is Easier to Learn than the Truth
Ortner, R., 2016, In: Minds and Machines. 26, 3, p. 243-252Research output: Contribution to journal › Article › Research › peer-review
- Published
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. p. 939-947 (JMLR Workshop and Conference Proceedings).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 2015
- Published
Improved Regret Bounds for Undiscounted Continuous Reinforcement Learning
Kailasam, L., Ortner, R. & Ryabko, D., 7 Jul 2015.Research output: Contribution to conference › Poster › Research › peer-review
- Published
Forcing Subarrangements in Complete Arrangements of Pseudocircles
Ortner, R., 2015, In: Journal of Computational Geometry. 6, 1, p. 235-248Research output: Contribution to journal › Article › Research › peer-review
- Published
Improved Regret Bounds for Undiscounted Continuous Reinforcement Learning
Kailasam, L., Ortner, R. & Ryabko, D., 2015, Proceedings of The 32nd International Conference on Machine Learning.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Integration von Informationssystemen: Datenaustausch zwischen Teamcenter und Enterprise Applikationen
Wötzl, K., 2015Research output: Thesis › Master's Thesis
- 2014
- Published
Algorithmic Learning Theory: 25th International Conference, ALT 2014 Bled, Slovenia, October 8-10, 2014 Proceedings
Auer, P. (Co-editor), Clark, A. (Co-editor), Zeugmann, T. (Co-editor) & Zilles, S. (Co-editor), 1 Jan 2014, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Springer Berlin, Vol. 8776. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8776).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Editors’ introduction
Auer, P., Clark, A., Zeugmann, T. & Zilles, S., 1 Jan 2014, In: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 8776, p. 1-7 7 p.Research output: Contribution to journal › Editorial › peer-review
- Published
Autonome Roboter in der Intralogistik: Möglichkeiten zur Optimierung der Auftragsverteilung
Himmelsbach, E. S., 2014Research output: Thesis › Master's Thesis
- Published
Pseudo-reward Algorithms for Contextual Bandits with Linear Payoff Functions
Chiang, C.-K., 2014, Asian Conference on Machine Learning. p. 0-0Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Regret Bounds for Restless Markov Bandits
Ortner, R., Ryabko, D., Auer, P. & Munos, R., 2014, In: Theoretical Computer Science. 558, p. 62-76Research output: Contribution to journal › Article › Research › peer-review
- Published
Selecting Near-Optimal Approximate State Representations in Reinforcement Learning
Ortner, R., Maillard, O.-A. & Ryabko, D., 2014, Algorithmic Learning Theory - 25th International Conference, ALT 2014, Bled, October 8-10, 2014. p. 140-154Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Trackingvarianten für Augmented Reality Kommissioniersysteme
Heily, D., 2014Research output: Thesis › Master's Thesis
- 2013
- Published
Adaptive Aggregation for Reinforcement Learning in Average Reward Markov Decision Processes
Ortner, R., 2013, In: Annals of operations research. 208, p. 321-336Research output: Contribution to journal › Article › Research › peer-review
- Published
Beating Bandits in Gradually Evolving Worlds
Chiang, C.-K., 2013, Conference on Learning Theory. Shalev-Shwartz, S. & Steinwart, I. (eds.). p. 210-227 (JMLR Workshop and Conference Proceedings; vol. 30).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Competing with an Infinite Set of Models in Reinforcement Learning
Nguyen, P., Maillard, O.-A., Ryabko, D. & Ortner, R., 2013, JMLR Workshop and Conference Proceedings Volume 31 : Proceedings of the Sixteenth International Conference on Artificial Intelligence and Statistics. p. 463-471Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Linear regression with random projections.
Maillard, O.-A., 2013, In: Journal of machine learning research (JMLR). 13, p. 1-1Research output: Contribution to journal › Article › Research › peer-review
- Published
Optimal regret bounds for selecting the state representation in reinforcement learning.
Maillard, O.-A., Nguyen, P., Ortner, R. & Ryabko, D., 2013, JMLR Workshop and Conference Proceedings Volume 28 : Proceedings of The 30th International Conference on Machine Learning. p. 543-551Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Reinforcement Learning (Dagstuhl Seminar 13321)
Auer, P., 2013, In: Dagstuhl Reports. 3, p. 1-26Research output: Contribution to journal › Article › Research › peer-review
- 2012
- Published
Autonomous Exploration For Navigating In MDPs.
Lim, S. H. & Auer, P., 2012, Proceedings of the 25th Annual Conference on Learning Theory. p. 40.1-40.24Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Entwicklung einer Simulation für Kommissioniersysteme
Salmutter, A., 2012Research output: Thesis › Master's Thesis
- Published
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. p. 103-116 (JMLR proceedings).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Online Optimization with Gradual Variations
Chiang, C.-K., 2012, COLT 2012: Proceedings of the 25th Annual Conference on Learning Theory June 25-27, 2012, Edinburgh, Scotland. Mannor, S., Srebro, N. & Willamson, R. C. (eds.). p. 6.1-6.20 (JMLR Workshop and Conference Proceedings; vol. 23).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Online Regret Bounds for Undiscounted Continuous Reinforcement Learning
Ortner, R. & Ryabko, D., 2012, Advances in Neural Information Processing Systems 25. MIT Press, p. 1772-1780Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Online Regret Bounds for Undiscounted Continuous Reinforcement Learning
Ortner, R. & Ryabko, D., 2012.Research output: Contribution to conference › Poster › Research › peer-review
- Published
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. p. 98-111Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
PAC-Bayesian Analysis of Contextual Bandits
Seldin, Y., Auer, P., Laviolette, F., Shawe-Taylor, J. S. & Ortner, R., 2012, Advances in Neural Information Processing Systems 24. MIT Press, p. 1683-1691Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
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.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
PAC-Bayesian Inequalities for Martingales.
Seldin, Y., Laviolette, F., Cesa-Bianchi, N., Shawe-Taylor, J. & Auer, P., 2012, In: IEEE transactions on information theory. 58, p. 7086-7093Research output: Contribution to journal › Article › Research › peer-review
- Published
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.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Regret Bounds for Restless Markov Bandits
Ortner, R., Ryabko, D., Auer, P. & Munos, R., 2012, Algorithmic Learning Theory 23rd International Conference, ALT 2012, Lyon, France, October 29-31, 2012. Proceedings. p. 214-228Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 2011
- Published
Adaptive bandits: Towards the best history-dependent strategy
Maillard, O.-A., 2011, Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics. p. 570-578Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Analyse, Bewertung und Verbesserung der Statistiken eines Warehouse Control Systems
Schlögl, D., 2011Research output: Thesis › Master's Thesis
- Published
Exploration and Exploitation in Online Learning
Auer, P., 2011, International Conference on Adaptive and Intelligent Symstems - ICAIS 2011. p. 2-2Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Finite-Time Analysis of Multi-armed Bandits Problems with Kullback-Leibler Divergences
Maillard, O.-A., 2011, Proceedings of the 24th Annual Conference on Learning Theory. p. 497-514Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Mechanizing Induction
Ortner, R. & Leitgeb, H., 2011, Handbook of the History of Logic, Volume 10: Inductive Logic. p. 719-772Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
- 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. 29-29Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Noisy Search with Comparative Feedback
Auer, P. & Lim, S. H., 2011.Research output: Contribution to conference › Poster › Research › peer-review
- Published
PAC-Bayesian Analysis of Contextual Bandits
Seldin, Y., Auer, P., Laviolette, F., Shawe-Taylor, J. S. & Ortner, R., 2011.Research output: Contribution to conference › Poster › Research › peer-review
- Published
Selecting the State-Representation in Reinforcement Learning
Maillard, O.-A., 2011, Advances in Neural Information Processing Systems 24. p. 2627-2635Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Sparse recovery with Brownian sensing
Maillard, O.-A., 2011, Advances in Neural Information Processing Systems 24. p. 1782-1790Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 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. 189-203Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 2010
- Published
Evaluation of Active Learning Query Strategies
Antenreiter, M. & Jaksch, T., 2010.Research output: Contribution to conference › Poster › Research › peer-review
- Published
Exploiting Similarity Information in Reinforcement Learning. Similarity Models for Multi-Armed Bandits and MDPs
Ortner, R., 2010, Proceedings of the 2nd International Conference on Agents and Artificial Intelligence, Volume 1 (Artificial Intelligence). p. 203-210Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 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. 2010-2010Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Implementierung eines Simulationsmodells in einem schienenproduzierenden Unternehmen
Hierzenberger, S. A., 2010Research output: Thesis › Master's Thesis
- Published
Near-optimal Regret Bounds for Reinforcement Learning
Jaksch, T., Ortner, R. & Auer, P., 2010, In: Journal of machine learning research (JMLR). 11, p. 1563-1600Research output: Contribution to journal › Article › Research › peer-review
- Published
Online Learning with Queries
Chiang, C.-K., 2010, Proceedings of the Twenty-First Annual ACM-SIAM Symposium on Discrete Algorithms. p. 616-629Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Online Regret Bounds for Markov Decision Processes with Deterministic Transitions
Ortner, R., 2010, In: Theoretical Computer Science. 411, p. 2684-2695Research output: Contribution to journal › Article › Research › peer-review
- 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. 0-0Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
UCB Revisited: Improved Regret Bounds for the Stochastic Multi-Armed Bandit Problem
Auer, P. & Ortner, R., 2010, In: Periodica Mathematica Hungarica. 61, p. 55-65Research output: Contribution to journal › Article › Research › peer-review
- 2009
- Published
Anordnungen von Pseudokreisen
Ortner, R., 2009.Research output: Contribution to conference › Poster › Research › peer-review
- Published
Bildklassifizierung
Antenreiter, M., 2009.Research output: Contribution to conference › Poster › Research › peer-review
- 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. 16-27Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Combining Classifiers for Improved Multilabel Image Classification
Antenreiter, M., Ortner, R. & Auer, P., 2009.Research output: Contribution to conference › Poster › Research › peer-review
- 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. 384-393Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Image categorisation through Boosting using cost-minimising strategies for data labelling
Savu-Krohn, C., 2009Research output: Thesis › Doctoral Thesis
- Published
Near-optimal Regret Bounds for Reinforcement Learning
Auer, P., Jaksch, T. & Ortner, R., 2009Research output: Book/Report › Commissioned report › Transfer › peer-review
- 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. 89-96Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Reinforcement Learning
Ortner, R., 2009.Research output: Contribution to conference › Poster › Research › peer-review
- 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
- Published
- 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. 25-36Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 2008
- 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. 786-795Research output: Contribution to journal › Article › Research › peer-review
- 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. 0-0Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
A Note on Convex Realizability of Arrangements of Pseudocircles
Linhart, J. & Ortner, R., 2008, In: Geombinatorics. XVIII, p. 66-71Research output: Contribution to journal › Article › Research › peer-review
- Published
Cost-minimising strategies for data labelling: optimal stopping and active learning
Dimitrakakis, C. & Savu-Krohn, C., 2008, Foundations of Information and Knowledge Systems. p. 96-111Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Embeddability of arrangements of pseudocircles into the sphere
Ortner, R., 2008, In: European journal of combinatorics. 29, p. 457-469Research output: Contribution to journal › Article › Research › peer-review
- Published
Improved Upper Bounds on the Number of Vertices of Weight <=k
Ortner, R., 2008, 24th European Workshop on Computational Geometry. p. 35-38Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Joining Two Paradigms of Machine Learning
Ortner, R., 2008, In: ÖGAI-Journal. 27, p. 3-6Research output: Contribution to journal › Article › Research › peer-review
- Published
Learning with Malicious Noise
Auer, P., 2008, Encyclopedia of Algorithms. p. 1-99Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
- Published
Near-optimal Regret Bounds for Reinforcement Learning
Auer, P., Jaksch, T. & Ortner, R., 2008.Research output: Contribution to conference › Poster › Research › peer-review
- Published
Online Regret Bounds for Markov Decision Processes with Deterministic Transitions
Ortner, R., 2008, Proceedings of the 19th International Conference on Algorithmic Learning Theory. p. 123-137Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Optimism in the Face of Uncertainty Should be Refutable
Ortner, R., 2008, In: Minds and Machines. 18, p. 521-526Research output: Contribution to journal › Article › Research › peer-review
- 2007
- Published
A new PAC bound for intersection-closed concept classes
Auer, P. & Ortner, R., 2007, In: Machine learning. 66, p. 151-163Research output: Contribution to journal › Article › Research › peer-review
- Published
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. 1-17Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 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. 454-468Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Linear dependence of stationary distributions in ergodic Markov decision processes
Ortner, R., 2007, In: Operations Research Letters. 35, p. 619-626Research output: Contribution to journal › Article › Research › peer-review
- Published
Logarithmic online regret bounds for undiscounted reinforcement learning
Auer, P. & Ortner, R., 2007, Advances in Neural Information Processing Systems 19. MIT Press, p. 49-56Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Non-backtracking random walks and cogrowth of graphs
Ortner, R. & Woess, W., 2007, In: Canadian journal of mathematics : Journal canadien de mathématiques. 59, p. 828-844Research output: Contribution to journal › Article › Research › peer-review
- Published
Pseudometrics for State Aggregation in Average Reward Markov Decision Processes
Ortner, R., 2007, Proceedings of the 18th International Conference on Algorithmic Learning Theory. p. 373-387Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 2006
- Published
A distributed voting scheme to maximize preferences
Auer, P. & Cesa-Bianchi, N., 2006, In: Theoretical Informatics and Applications = Informatique théorique et applications. p. 389-403Research output: Contribution to journal › Article › Research › peer-review
- Published
A reasoning system to track movements of totally occluded objects
Antenreiter, M. & Auer, P., 2006, International Cognitive Vision Workshop. Österr. Computer-Ges., p. 1-6Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
A Simple Feature Extraction for High Dimensional Image Representations
Savu-Krohn, C. & Auer, P., 2006, Subspace, Latent Structure and Feature Selection. p. 163-172Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Empirical evaluation of a new online reinforcement learning algorithm
Auer, P., Jaksch, T. & Ortner, R., 2006Research output: Book/Report › Commissioned report › Transfer › peer-review
- 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. 416-431Research output: Contribution to journal › Article › Research › peer-review
- 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. 229-243Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Intelligente Videoanalyse
Antenreiter, M., 2006.Research output: Contribution to conference › Poster › Research › peer-review
- Published
Logarithmic online regret bounds for undiscounted reinforcement learning
Auer, P. & Ortner, R., 2006.Research output: Contribution to conference › Poster › Research › peer-review
- Published
Pawlow'sche Steuerungen
Ortner, R., 2006.Research output: Contribution to conference › Poster › Research › peer-review
- Published
Visual Classification of Images by Learning Geometric Appearances Through Boosting
Antenreiter, M., Savu-Krohn, C. & Auer, P., 2006, IAPR Workshop, ANNPR. Springer, p. 233-243Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 2005
- 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
- Published
A boosting approach to multiple-instance learning
Auer, P. & Ortner, R., 2005Research output: Book/Report › Commissioned report › Transfer › peer-review
- Published
An Arrangement of Pseudocircles not Realizable with Circles
Linhart, J. & Ortner, R., 2005, In: Beiträge zur Algebra und Geometrie = Contributions to algebra and geometry. 46, p. 351-356Research output: Contribution to journal › Article › Research › peer-review
- 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. 27-32Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Combinations and Mixtures of Optimal Policies in Unichain MDPs are Optimal: arXiv.org e-Print archive
Ortner, R., 2005Research output: Non-textual form › Web publication/site › Research
- 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
- 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. 43-50Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Online Regret Bounds for a New Reinforcement Learning Algorithm
Auer, P. & Ortner, R., 2005, 1st Austrian Cognitive Vision Workshop. Österr. Computer-Ges., p. 35-42Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 2004
- 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. 63-74Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 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. 408-414Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Generic object recognition with boosting
Auer, P., Opelt, A., Fussenegger, M. & Pinz, A., 2004Research output: Book/Report › Commissioned report › Transfer › peer-review
- 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. 41-44Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 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. 103-110Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
On the Combinatorial Structure of Arrangements of Oriented Pseudocircles
Linhart, J. & Ortner, R., 2004, In: The journal of combinatorics. 11, p. R30-R30Research output: Contribution to journal › Article › Research › peer-review
- 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. 71-84Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 2002
- 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. 48-78Research output: Contribution to journal › Article › Research › peer-review
- Published
Finite Time Analysis of the Multiarmed Bandit Problem
Auer, P., Cesa-Bianchi, N. & Fischer, P., 2002, In: Machine learning. 47, p. 235-256Research output: Contribution to journal › Article › Research › peer-review
- 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. 123-128Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 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
- 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. 48-77Research output: Contribution to journal › Article › Research › peer-review
- Published
Using confidence bounds for exploitation-exploration trade-offs
Auer, P., 2002, In: Journal of machine learning research (JMLR). p. 397-422Research output: Contribution to journal › Article › Research › peer-review
- 2000
- 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. 107-117Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 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. 118-125Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Using Upper Confidence Bounds for Online Learning
Auer, P., 2000, 41th Annual Symposium on Foundations of Computer Science. p. 270-293Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 1999
- 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
- Published
Structural Results About On-Line Learning Models With and Without Queries
Auer, P. & Long, P. M., 1999, In: Machine learning. 36, p. 147-181Research output: Contribution to journal › Article › Research › peer-review
- 1998
- 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. 376-388Research output: Contribution to journal › Article › Research › peer-review
- Published
Introduction to the Special Issue on Computational Learning Theory
Auer, P. & Maas, W., 1998, In: Algorithmica. 22, p. 1-2Research output: Contribution to journal › Article › Research › peer-review
- Published
On Learning from Ambiguous Information
Auer, P., 1998, In: Periodica polytechnica / Electrical engineering. 1, p. 115-122Research output: Contribution to journal › Article › Research › peer-review
- Published
On-line Learning with Malicious Noise and the Closure Algorithm
Auer, P. & Cesa-Bianchi, N., 1998, In: Annals of mathematics and artificial intelligence. 23, p. 83-99Research output: Contribution to journal › Article › Research › peer-review
- Published
Some thoughts on Boosting and Neural Networks
Auer, P., 1998, 3. Cottbuser Workshop "Aspekte des Neuronalen Lernens". p. 11-28Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Tracking the Best Disjunction
Auer, P. & Warmuth, M. K., 1998, In: Machine learning. 32, p. 127-150Research output: Contribution to journal › Article › Research › peer-review
- 1997
- Published
Approximating Hyper-Rectangles: Learning and Pseudo-random Sets
Auer, P., Long, P. M. & Srinivasan, A., 1997, Proc. 29th Ann. Symp. Theory of Computing. p. 314-323Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Learning Nested Differences in the Presence of Malicious Noise
Auer, P., 1997, In: Theoretical Computer Science. 185, p. 159-175Research output: Contribution to journal › Article › Research › peer-review
- Published
On Learning from Multi-Instance Examples: Empirical Evaluation of a Theoretical Approach
Auer, P., 1997, On Learning from Multi-Instance Examples: Empirical Evaluation of a Theoretical Approach. p. 21-29Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
The Perceptron algorithm vs. Winnow: linear vs. logarithmic mistake bounds when few input variables are relevant
Auer, P., Kivinen, J. & Warmuth, M. K., 1997, In: Artificial intelligence. p. 325-343Research output: Contribution to journal › Article › Research › peer-review
- 1996
- Published
Exponentially Many Local Minima for Single Neurons
Auer, P., Herbster, M. & Warmuth, M. K., 1996, Advances in Neural Information Processing System 8. MIT Press, p. 316-322Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Learning of Depth Two Neurals Nets with Constant Fan-in at the Hidden Nodes
Auer, P., Kwek, S., Maass, W. & Warmuth, M. K., 1996, Proc. of the Ninth Annual ACM Conference on Computational Learning Theory. p. 333-343Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Limit Laws for the Maximal and Minimal Increments of the Poisson Process
Auer, P. & Hornik, K., 1996, In: Studia Scientiarum Mathematicarum Hungarica. 31, p. 1-13Research output: Contribution to journal › Article › Research › peer-review
- Published
The Number of Points of an Empirical or (Poisson) Process Covered by Unions of Sets
Auer, P. & Hornik, K., 1996, In: Journal of multivariate analysis (JMVAAI). p. 37-51Research output: Contribution to journal › Article › Research › peer-review
- Published
Tight Bounds on the Cumulative Profit of Distributed Voters
Auer, P., Caianiello, P. & Cesa-Bianchi, N., 1996, Proc. of the 15th Annual ACM Symposium on Principles of Distributed Computing. p. 312-312Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 1995
- Published
Gambling in a Rigged Casino: The Adversarial Multi-Armed Bandit Problem
Auer, P., Cesa-Bianchi, N., Freund, Y. & Schapire, R. E., 1995, 36th Annual Symposium on Foundations of Computer Science. p. 322-331Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Learning Nested Differences in the Presence of Malicious Noise
Auer, P., 1995, 6th International Workshop, ALT 95. p. 123-137Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
On the Complexity of Function Learning
Auer, P., Long, P. M., Maass, W. & Wöginger, G. J., 1995, In: Machine learning. 18, p. 187-230Research output: Contribution to journal › Article › Research › peer-review
- Published
Theory and Applications of Agnostic (PAC)-Learning with Small Decision Trees
Auer, P., Holte, R. C. & Maass, W., 1995, Proc. of the 12th International Machine Learning Conference. p. 21-29Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Tracking the Best Disjunction
Auer, P. & Warmuth, M. K., 1995, Proc. of the 36th Annual Sympsoium on Foundations of Computer Science. p. 312-321Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 1994
- Published
Degree of approximation results for feedforward networks approximating unknown mappings and their derivatives
Auer, P., Hornik, K., Stinchombe, H. & White, H., 1994, In: Neural computation. 6, p. 1262-1275Research output: Contribution to journal › Article › Research › peer-review
- Published
On-line Learning with Malicious Noise and the Closure Algorithm
Auer, P. & Cesa-Bianchi, N., 1994, Algorithmic Learning Theory, 4th International Workshop on Analogical and Inductive Inference, AII '94, 5th International Workshop on Algorithmic Learning Theory, ALT '94. p. 229-247Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
On the Number of Points of a Homogeneous Poisson Process
Auer, P. & Hornik, K., 1994, In: Journal of multivariate analysis (JMVAAI). 1, p. 115-156Research output: Contribution to journal › Article › Research › peer-review
- Published
Simulating access to hidden information while learning
Auer, P. & Long, P. M., 1994, Proc. of the 26th Annual ACM Symposium on the Theory of Computing. p. 263-272Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 1993
- Published
On-Line Learning of Rectangles in Noisy Environments
Auer, P., 1993, Sixth Annual ACM Conference on Computational Learning Theory (COLT 1993). p. 253-261Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
On the Complexity of Function Learning
Auer, P., Long, P. M., Maass, W. & Wöginger, G. J., 1993, Sixth Annual ACM Conference on Computational Learning Theory (COLT 1993). p. 392-401Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 1991
- Published
Solving String Equations with Constant Restrictions
Auer, P., 1991, Solving String Equations with Constant Restrictions. p. 103-132Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Some Limit Theorems for the Homogeneous Poisson Process
Auer, P., Hornik, K. & Revesz, P., 1991, In: STATISTICS & PROBABILITY LETTERS (Statistics and probability letters : SPL). 12, p. 91-96Research output: Contribution to journal › Article › Research › peer-review
- Published
Unification in the Combination of Disjoint Theories
Auer, P., 1991, Unification in the Combination of Disjoint Theories. p. 177-186Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 1990
- Published
The circle homogeneously covered by random walk on Z^2
Auer, P., 1990, In: STATISTICS & PROBABILITY LETTERS (Statistics and probability letters : SPL). 9, p. 403-407Research output: Contribution to journal › Article › Research › peer-review
- 1989
- Published
On the Relative Frequency of Points Visited by random walk on Z^2
Auer, P. & Revesz, P., 1989, Colloquia Mathematica Societatis Janos Bolai, 57. Limit Theorem in Probability and Statistics, Pecs (Hungary). p. 27-33Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
- Published
Some Hitting Probabilities of Random Walks on Z^2
Auer, P., 1989, Colloquia Mathematica Societatis Janos Bolai, 57. Limit Theorem in Probability and Statistics, Pecs (Hungary). p. 9-25Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
