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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

Improving on Expectation Propagation

Manfred Opper and Ulrich Paquet and Ole Winther

Advances in Neural Information Processing Systems 21. MIT Press. 2009

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Approximate inference for stochastic reaction processes

Andreas Ruttor and Guido Sanguinetti and Manfred Opper

Learning and Inference in Computational Systems Biology. The MIT Press, 189–205. 2009

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Variational Markov Chain Monte Carlo for Inference in Partially Observed Nonlinear Diffusions

Yuan Shen and Cédric Archambeau and Dan Cornford and Manfred Opper

Proceedings of the Workshop Inference and Estimation in Probabilistic Time-Series Models, 67-78. 2008

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Variational Inference for Diffusion Processes

Cédric Archambeau and Manfred Opper and Yuan Shen and Dan Cornford and John Shawe-Taylor

Advances in Neural Information Processing Systems 20. MIT Press, 17–24. 2008

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Variational inference for Markov jump processes

Manfred Opper and Guido Sanguinetti

Advances in Neural Information Processing Systems 20. MIT Press, 1105–1112. 2008

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An Approximate Inference Approach for the PCA Reconstruction Error

Manfred Opper

Advances in Neural Information Processing Systems 18. MIT Press. 2006

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Approximate Inference in Probabilistic Models

Manfred Opper and Ole Winther

Algorithmic Learning Theory. Springer Verlag, 494–504.. 2004

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Statistical Mechanics of Generalization

Manfred Opper

The Handbook of Brain Theory and Neural Networks, 2nd edition. MIT Press, 1087-1090. 2003

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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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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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Zusatzinformationen / Extras

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Postal Address

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