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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

2001


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

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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

Link zur Publikation Download Bibtex Eintrag

2000

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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Continuous drifting games

Yoav Freund and Manfred Opper

Proceedings of the Thirteenth Annual Conference on Computational Learning Theory. Morgan Kaufmann, 126-132. 2000

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Efficient Approaches to Gaussian Process Classification

L. Csató and Ernest Fokou´e and Manfred Opper and Bernhard Schottky and Ole Winther

Advances in Neural Information Processing Systems 12. MIT Press, 251-257. 2000

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Gaussian Processes for Classification: Mean Field Algorithms

Manfred Opper and Ole Winther

Neural Computation, 2655-2684. 2000

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1999

Worst Case Prediction over Sequences under Log Loss

Manfred Opper and David Haussler

The IMA Volumes in Mathematics and Its Applications, Volume 107: The Mathematics of Information Coding, Extraction & Distribution. Springer Verlag, 81-90. 1999

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General Bounds on Bayes errors for regression with Gaussian processes

Manfred Opper and Francesco Vivarelli

Advances in Neural Information Processing Systems 11. MIT Press, 302-308. 1999

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