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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

2001


Adaptive and Selfaveraging TAP Mean Field Theory

Manfred Opper and Ole Winther

Physical Review E, 056131. 2001

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Universal learning curves of support vector machines

Manfred Opper and Robert Urbanczik

Phys. Rev. Lett., 4410-4413. 2001

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Probabilistic data modelling with adaptive TAP mean field theory

Manfred Opper and Ole Winther

Second Minerva Workshop on Frontiers in the Physics of Complex Systems, 119-125. 2001

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Support Vector machines learning noisy polynomial rules

Manfred Opper and Robert Urbanczik

Second Minerva Workshop on Frontiers in the Physics of Complex Systems, 110-118. 2001

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Retarded Learning: Rigorous Results from Statistical Mechanics

Didier Herschkowitz and Manfred Opper

Phys. Rev. Lett., 2174-2177. 2001

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2000

Imparare a Generalizzare (Learning to Generalize)

Manfred Opper

Frontiere della Biologia. Istituto della Enciclopedia Italiana Treccani, 717-729. 2000

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Statistical Mechanics of SVMs

Rainer Dietrich and Manfred Opper and Haim Sompolinsky

Advances in Large Margin Classifiers. MIT Press, 359-367. 2000

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Gaussian Processes and SVM: Mean Field Results and Leave-One-Out

Manfred Opper and Ole Winther

Advances in Large Margin Classifiers. MIT Press, 311–326. 2000

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Continuous drifting games

Yoav Freund and Manfred Opper

Proceedings of the Thirteenth Annual Conference on Computational Learning Theory. Morgan Kaufmann, 126-132. 2000

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Efficient Approaches to Gaussian Process Classification

L. Csató and Ernest Fokou´e and Manfred Opper and Bernhard Schottky and Ole Winther

Advances in Neural Information Processing Systems 12. MIT Press, 251-257. 2000

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Gaussian Processes for Classification: Mean Field Algorithms

Manfred Opper and Ole Winther

Neural Computation, 2655-2684. 2000

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1999

Worst Case Prediction over Sequences under Log Loss

Manfred Opper and David Haussler

The IMA Volumes in Mathematics and Its Applications, Volume 107: The Mathematics of Information Coding, Extraction & Distribution. Springer Verlag, 81-90. 1999

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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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Postal Address

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