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TU Berlin

Inhalt des Dokuments

Prof. Dr. Manfred Opper

Lupe
  • Leiter der Einheit KI
  • Raum: MAR 4.017
  • Telefon: +4930 314-73749
  • E-Mail: manfred.opper <AT> tu-berlin.de

 

 


Sprechstunde nach Vereinbarung

Publikationen

Metric Entropy and Minimax Risk in Classification

David Haussler and Manfred Opper

Lecture Notes in Computer Science: Studies in Logic and Computer Science, Vol. 1261. Springer, 212-235. 1997

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Physics of Generalization

Manfred Opper and Wolfgang Kinzel

Physics of Neural Networks III. by Springer Verlag, 151–209. 1996

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Mutual Information and Bayes Methods for Learning a Distribution

David Haussler and Manfred Opper

Theory of Neural Networks, The Statistical Mechanics Perspective. World Scientific, 42–50. 1995

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General Bounds for Predictive Errors in Supervised Learning

Manfred Opper and David Haussler

Theory of Neural Networks, The Statistical Mechanics Perspective. World Scientific, 51-58. 1995

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Perceptron Learning: The Largest Version Space

Michael Biehl and Manfred Opper

Theory of Neural Networks, The Statistical Mechanics Perspective. World Scientific, 59-72. 1995

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Statistical Mechanics of Learning: Generalization

Manfred Opper

The Handbook of Brain Theory and Neural Networks, (1st edition). MIT Press, 922-925. 1995

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Dynamics of Learning

Wolfgang Kinzel and Manfred Opper

Physics of Neural Networks. Springer Verlag, 149–171. 1991

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Pattern Recognition

Manfred Opper

Computersimulations in Physics, 20. IFF- Summer School KFA Juelich, 29.1–29.12. 1989

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Learning Rules and Learning Times in Neural Networks

Manfred Opper

Dynamics of Networks. Akademie Verlag Berlin, 66-75. 1989

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Statistical Mechanics of Learning in Neural Network Models

Manfred Opper and Sigurd Diederich and Joachim K. Anlauf

Chaos and Complexity. World Scientific, 219–223. 1987

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Gaussian Process Approximations of Stochastic Differential Equations

Cédric Archambeau and Dan Cornford and Manfred Opper and John Shawe-Taylor

Journal of Machine Learning Research: Workshop and Conference Proceedings, 1:1–16. 2007

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Expectation Consistent Free Energies for Approximate Inference

Manfred Opper and Ole Winther

Advances in Neural Information Processing Systems 17 2005

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Approximate Analytical Bootstrap Averages for Support Vector Classifiers

Dörthe Malzahn and Manfred Opper

Advances in Neural Information Processing Systems 16. MIT Press. 2004

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Variational Linear Response

Manfred Opper and Ole Winther

Advances in Neural Information Processing Systems 16. MIT Press. 2004

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Postadresse

TU Berlin
Fakultät IV
Elektrotechnik und Informatik
Sekr. MAR 4-2
Marchsstrasse 23
D-10587 Berlin