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

• 2002

  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
• 2000

  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

• 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

• 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

  17 Citations (Scopus)
• 1999

  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

• 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

  10 Citations (Scopus)
• 1998

  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

  32 Citations (Scopus)

• Introduction to the Special Issue on Computational Learning Theory

  Auer, P. & Maas, W., 1998, In: Algorithmica. 22, p. 1-2

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

• On Learning from Ambiguous Information

  Auer, P., 1998, In: Periodica polytechnica / Electrical engineering. 1, p. 115-122

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

• 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. 83-99

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

  27 Citations (Scopus)

• Some thoughts on Boosting and Neural Networks

  Auer, P., 1998, 3. Cottbuser Workshop "Aspekte des Neuronalen Lernens". p. 11-28

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

• Tracking the Best Disjunction

  Auer, P. & Warmuth, M. K., 1998, In: Machine learning. 32, p. 127-150

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

  50 Citations (Scopus)
• 1997

  Approximating Hyper-Rectangles: Learning and Pseudo-random Sets

  Auer, P., Long, P. M. & Srinivasan, A., 1997, Proc. 29th Ann. Symp. Theory of Computing. p. 314-323

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

  20 Citations (Scopus)

• Learning Nested Differences in the Presence of Malicious Noise

  Auer, P., 1997, In: THEORETICAL COMPUTER SCIENCE. 185, p. 159-175

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

  10 Citations (Scopus)

• 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. 21-29

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

• 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. 325-343

  Research output: Contribution to journal › Article › Research › peer-review
• 1996

  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. 316-322

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

• 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. 333-343

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

  7 Citations (Scopus)

• Limit Laws for the Maximal and Minimal Increments of the Poisson Process

  Auer, P. & Hornik, K., 1996, In: Studia Scientiarum Mathematicarum Hungarica. 31, p. 1-13

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

• 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. 37-51

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

• 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. 312-312

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

  3 Citations (Scopus)
• 1995

  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. 322-331

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

  390 Citations (Scopus)

• Learning Nested Differences in the Presence of Malicious Noise

  Auer, P., 1995, 6th International Workshop, ALT 95. p. 123-137

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

• On the Complexity of Function Learning

  Auer, P., Long, P. M., Maass, W. & Wöginger, G. J., 1995, In: Machine learning. 18, p. 187-230

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

  8 Citations (Scopus)

• 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. 21-29

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

• Tracking the Best Disjunction

  Auer, P. & Warmuth, M. K., 1995, Proc. of the 36th Annual Sympsoium on Foundations of Computer Science. p. 312-321

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

  18 Citations (Scopus)
• 1994

  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. 1262-1275

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

• 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. 229-247

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

  4 Citations (Scopus)

• On the Number of Points of a Homogeneous Poisson Process

  Auer, P. & Hornik, K., 1994, In: Journal of multivariate analysis (JMVAAI). 1, p. 115-156

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

  4 Citations (Scopus)

• 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. 263-272

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

  12 Citations (Scopus)
• 1993

  On-Line Learning of Rectangles in Noisy Environments

  Auer, P., 1993, Sixth Annual ACM Conference on Computational Learning Theory (COLT 1993). p. 253-261

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

  23 Citations (Scopus)

• 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. 392-401

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

  3 Citations (Scopus)
• 1991

  Solving String Equations with Constant Restrictions

  Auer, P., 1991, Solving String Equations with Constant Restrictions. p. 103-132

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

• 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. 91-96

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

  5 Citations (Scopus)

• Unification in the Combination of Disjoint Theories

  Auer, P., 1991, Unification in the Combination of Disjoint Theories. p. 177-186

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
• 1990

  The circle homogeneously covered by random walk on Z^2

  Auer, P., 1990, In: STATISTICS & PROBABILITY LETTERS (Statistics and probability letters : SPL). 9, p. 403-407

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

  10 Citations (Scopus)
• 1989

  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. 27-33

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

• 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. 9-25

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