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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

O

Approximate Inference in Probabilistic Models

Manfred Opper and Ole Winther

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

Link zur Publikation Download Bibtex Eintrag


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

Link zur Publikation Download Bibtex Eintrag

Imparare a Generalizzare (Learning to Generalize)

Manfred Opper

Frontiere della Biologia. Istituto della Enciclopedia Italiana Treccani, 717-729. 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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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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A Bayesian Approach to Online Learning

Manfred Opper

Online Learning in Neural Networks. Cambridge University Press, 363-378. 1998

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Regression with Gaussian Processes: Average Case Performance

Manfred Opper

Hong Kong International Workshop on Theoretical Aspects of Neural Computation: A Multi-disciplinary Perspective (TANC 97). World Scientific. 1997

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Physics of Generalization

Manfred Opper and Wolfgang Kinzel

Physics of Neural Networks III. by Springer Verlag, 151–209. 1996

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General Bounds for Predictive Errors in Supervised Learning

Manfred Opper and David Haussler

Theory of Neural Networks, The Statistical Mechanics Perspective. World Scientific, 51-58. 1995

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Statistical Mechanics of Learning: Generalization

Manfred Opper

The Handbook of Brain Theory and Neural Networks, (1st edition). MIT Press, 922-925. 1995

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Postadresse

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