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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

 

 


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Publikationen

O

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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Expectation Consistent Free Energies for Approximate Inference

Manfred Opper and Ole Winther

Advances in Neural Information Processing Systems 17 2005

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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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Asymptotic Universality for Learning Curves of Support Vector Machines

Manfred Opper and Robert Urbanczik

Advances in Neural Information Processing Systems 14. MIT Press, 479-486. 2002

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General Bounds on Bayes errors for regression with Gaussian processes

Manfred Opper and Francesco Vivarelli

Advances in Neural Information Processing Systems 11. MIT Press, 302-308. 1999

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Mean field methods for classification with Gaussian processes

Manfred Opper and Ole Winther

Advances in Neural Information Processing Systems 11. MIT Press, 309-315. 1999

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Replicator Dynamics

Manfred Opper and Sigurd Diederich

Proceedings of the Europhysics Conference on Computational Physics CCP 1998. Elsevier Science, 141-144. 1999

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A mean field algorithm for Bayes learning in large feedforward neural networks

Manfred Opper and Ole Winther

Advances in Neural Information Processing Systems 9. MIT Press, 225-231. 1997

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Supervised Learning: Information Theoretic Bounds on Predictive Errors

Manfred Opper and David Haussler

Proceedings of the IEEE workshop on Information Theory (ITW'95), 6.2. 1995

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Learning in Artificial Neural Networks: The Statistical Mechanics Approach

Manfred Opper

Supercomputing in Brain Reasearch: From Tomography to Neural Networks. World Scientific, 321–330. 1995

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Calculation of the Learning Curve of Bayes Optimal Classification Algorithm for Learning a Perceptron With Noise

Manfred Opper and David Haussler

Proceedings of the Fourth Annual Conference on Computational Learning Theory. Morgan Kaufmann, 75–87. 1991

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Statistical Mechanics of Learning in Neural Network Models

Manfred Opper and Sigurd Diederich and Joachim K. Anlauf

Neural Networks from Models to Applications. I.D.S.E.T., Paris, 235–243. 1988

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Postadresse

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