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TU Berlin

Inhalt des Dokuments

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

 

 


Sprechstunde nach Vereinbarung

Publikationen

2005


2006

An Approximate Inference Approach for the PCA Reconstruction Error

Manfred Opper

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

Link zur Publikation Download Bibtex Eintrag

2007

Gaussian Process Approximations of Stochastic Differential Equations

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

Journal of Machine Learning Research: Workshop and Conference Proceedings, 1:1–16. 2007

Link zur Publikation Download Bibtex Eintrag

2008

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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2009

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

Link zur Publikation Download Bibtex Eintrag


Switching Regulatory Models of Cellular Stress Response

Guido Sanguinetti and Andreas Ruttor and Manfred Opper and Cedric Archambeau

Bioinformatics, 1280-1286. 2009

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Switching Regulatory Models of Cellular Stress Response

Guido Sanguinetti and Andreas Ruttor and Manfred Opper and Cédric Archambeau

Bioinformatics 2009

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The Variational Gaussian Approximation Revisited

Cédric Archambeau and Manfred Opper

Neural Computation, 786-92. 2009

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A comparison of variational and Markov Chain Monte Carlo methods for inference in partially observed stochastic dynamic systems

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

Journal of Signal Processing Systems 2009

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2010

Approximate inference for stochastic reaction processes

Andreas Ruttor and Guido Sanguinetti and Manfred Opper

Learning and Inference in Computational Systems Biology. MIT Press, 189-205. 2010

Link zur Publikation Download Bibtex Eintrag

Approximate parameter inference in a stochastic reaction-diffusion model

Andreas Ruttor and Manfred Opper

Proceedings of The Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS) 2010. JMLR, 669-676. 2010

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Postadresse

TU Berlin
Fakultät IV
Elektrotechnik und Informatik
Sekr. MAR 4-2
Marchsstrasse 23
D-10587 Berlin