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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

1999

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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Finite Dimensional Approximation of Gaussian Processes

Giancarlo Ferrari Trecate and Christopher K.I. Williams and Manfred Opper

Advances in Neural Information Processing Systems 11. MIT Press, 218-224. 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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Statistical Mechanics of Support Vector Networks

Rainer Dietrich and Manfred Opper and Haim Sompolinsky

Phys. Rev. Lett., 2975-2978. 1999

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Bayes-optimal performance in a discrete space

Mauro Copelli and Chris Van den Broeck and Manfred Opper

Journal of Physics A, L555. 1999

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1998


A Bayesian Approach to Online Learning

Manfred Opper

Online Learning in Neural Networks. Cambridge University Press, 363-378. 1998

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Statistical Mechanics of Learning in the Presence of Outliers

Rainer Dietrich and Manfred Opper

Journal of Physics A, 9131-9147. 1998

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An Exact Description of Early Stopping and Weight Decay

Siegfried Bös and Manfred Opper

J. Phys. A, 4835. 1998

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Online versus Offline Learning

Manfred Opper

Phil. Mag. B, 1531-1537. 1998

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1997

Regression with Gaussian Processes: Average Case Performance

Manfred Opper

Hong Kong International Workshop on Theoretical Aspects of Neural Computation: A Multi-disciplinary Perspective (TANC 97). World Scientific. 1997

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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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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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Dynamics of Training

S. Bös and Manfred Opper

Advances in Neural Information Processing Systems 9. MIT Press, 141-147. 1997

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Mutual Information, Metric Entropy, and Risk in Estimation of Probability Distributions

David Haussler and Manfred Opper

Annals of Statistics, 2451–2492. 1997

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Postal Address

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