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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

Sparse Representation for Gaussian Process Models

Lehel Csató and Manfred Opper

Advances in Neural Information Processing Systems 13. MIT Press, 444-450. 2001

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Learning Curves for Gaussian processes regression: A framework for good approximations

Dörthe Malzahn and Manfred Opper

Advances in Neural Information Processing Systems 13. MIT Press, 273-279. 2001

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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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2002

Data Assimilation with Sequential Gaussian Processes

Lehel Csató and Dan Cornford and Manfred Opper

Uncertainty in geometrical computation, published by: Kluwer. Kluwer, 29-40. 2002

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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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A Variational Approach to Learning Curves

Dörthe Malzahn and Manfred Opper

Advances in Neural Information Processing Systems 14. MIT Press, 463-469. 2002

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TAP Gibbs Free Energy, Belief Propagation and Sparsity

Lehel Csató and Manfred Opper and Ole Winther

Advances in Neural Information Processing Systems 14. MIT Press, 657-663. 2002

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Drifting Games and Brownian Motion

Yoav Freund and Manfred Opper

Journal of Computer and System Sciences, 113-132. 2002

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Sparse On-Line Gaussian Processes

Lehel Csató and Manfred Opper

Neural Computation, 641 - 668. 2002

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Statistical Mechanics of Learning: A Variational Approach for Real Data

Dörthe Malzahn and Manfred Opper

Phys. Rev. Lett., 108302.1-108302.4. 2002

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Postal Address

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