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TU Berlin

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Prof. Dr. Manfred Opper

Lupe

Head of Research Group AI
Office: FR 5059
Phone: +49 30 314-73749
E-Mail: manfred.opper <AT> tu-berlin.de
Consulting hour according to agreement

Publications

1997

Convexity, Internal Representations and the Statistical Mechanics of Neural Networks

Manfred Opper and Andreas Mietzner and Peter Kuhlmann

Europhys. Lett., 31-36. 1997

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1996

Physics of Generalization

Manfred Opper and Wolfgang Kinzel

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

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Selection of examples for the linear classifier

Georg Jung and Manfred Opper

J. Phys. A, 1367-1380. 1996

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1995


Learning of Correlated Patterns in Perceptrons

Bernardo J. López and Martin Schröder and Manfred Opper

J. Phys. A, L447. 1995

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On the Relaxation of Infinite Range Spin Glasses

Andrea Scharnagl and Manfred Opper and Wolfgang Kinzel

J. Phys. A, 5721-5727. 1995

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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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General Bounds on the Mutual Information Between a Parameter and $n$ Conditionally Independent Observations

David Haussler and Manfred Opper

Proceedings of the Eighth Annual Conference on Computational Learning Theory. ACM Press, 402-411. 1995

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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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Postal Address

TU Berlin
Fakultät IV
Elektrotechnik und Informatik
sec. MAR 4-2
Marchstrasse 23
D-10587 Berlin