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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

2003

Tractable Inference for Probabilistic Data Models

Lehel Csató and Manfred Opper and Ole Winther

Complexity, 64-68. 2003

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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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2001

Learning to Generalize

Manfred Opper

Frontiers of Life. Academic Press, 763-775. 2001

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Adaptive TAP Equations

Manfred Opper and Ole Winther

Advanced Mean Field Methods: Theory and Practice. MIT Press, 85-97. 2001

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From Naive Mean Field Theory to the TAP Equations

Manfred Opper and Ole Winther

Advanced Mean Field Methods: Theory and Practice. MIT Press, 7-20. 2001

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Learning curves for Gaussian processes models: Fluctuations and Universality

Dörthe Malzahn and Manfred Opper

Proceedings of the International Conference on Artificial Neural Networks 2001. Springer–Verlag, 271-276. 2001

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Online Learning of Wind-Field Models

Lehel Csató and Dan Cornford and Manfred Opper

Proceedings of the International Conference on Artificial Neural Networks 2001. Springer–Verlag, 300-307. 2001

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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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