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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

 

 


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Publikationen

O




Approximate inference in continuous time Gaussian-Jump processes

Manfred Opper and Andreas Ruttor and Guido Sanguinetti

Advances in Neural Information Processing Systems 23, 1831–1839. 2010

Link zur Publikation Download Bibtex Eintrag

Learning combinatorial transcriptional dynamics from gene expression data

Manfred Opper and Guido Sanguinetti

Bioinformatics. Oxford Journals, 1623-1629. 2010

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A theory of solving TAP equations for Ising models with general invariant random matrices

Manfred Opper and Burak Cakmak and Ole Winther

Journal of Physics A: Mathematical and Theoretical, 114002. 2016

Link zur Publikation Download Bibtex Eintrag

Perturbative Corrections for Approximate Inference in Gaussian Latent Variable Models

Manfred Opper and Ulrich Paquet and Ole Winther

Journal of Machine Learning Research, 2857-2898. 2013

Link zur Publikation Download Bibtex Eintrag

Expectation Consistent Approximate Inference

Manfred Opper and Ole Winther

Journal of Machine Learning Research, 2177 - 2204. 2005

Link zur Publikation Download Bibtex Eintrag


Adaptive and Selfaveraging TAP Mean Field Theory

Manfred Opper and Ole Winther

Physical Review E, 056131. 2001

Link zur Publikation Download Bibtex Eintrag

Universal learning curves of support vector machines

Manfred Opper and Robert Urbanczik

Phys. Rev. Lett., 4410-4413. 2001

Link zur Publikation Download Bibtex Eintrag

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

Link zur Publikation Download Bibtex Eintrag

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

Link zur Publikation Download Bibtex Eintrag

Gaussian Processes for Classification: Mean Field Algorithms

Manfred Opper and Ole Winther

Neural Computation, 2655-2684. 2000

Link zur Publikation Download Bibtex Eintrag


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Postadresse

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