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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

1997

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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Metric Entropy and Minimax Risk in Classification

David Haussler and Manfred Opper

Lecture Notes in Computer Science: Studies in Logic and Computer Science, Vol. 1261. Springer, 212-235. 1997

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A mean field algorithm for Bayes learning in large feedforward neural networks

Manfred Opper and Ole Winther

Advances in Neural Information Processing Systems 9. MIT Press, 225-231. 1997

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Dynamics of Training

S. Bös and Manfred Opper

Advances in Neural Information Processing Systems 9. MIT Press, 141-147. 1997

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Mutual Information, Metric Entropy, and Risk in Estimation of Probability Distributions

David Haussler and Manfred Opper

Annals of Statistics, 2451–2492. 1997

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Convexity, Internal Representations and the Statistical Mechanics of Neural Networks

Manfred Opper and Andreas Mietzner and Peter Kuhlmann

Europhys. Lett., 31-36. 1997

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1998


A Bayesian Approach to Online Learning

Manfred Opper

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

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Statistical Mechanics of Learning in the Presence of Outliers

Rainer Dietrich and Manfred Opper

Journal of Physics A, 9131-9147. 1998

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An Exact Description of Early Stopping and Weight Decay

Siegfried Bös and Manfred Opper

J. Phys. A, 4835. 1998

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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

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Mean field methods for classification with Gaussian processes

Manfred Opper and Ole Winther

Advances in Neural Information Processing Systems 11. MIT Press, 309-315. 1999

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Finite Dimensional Approximation of Gaussian Processes

Giancarlo Ferrari Trecate and Christopher K.I. Williams and Manfred Opper

Advances in Neural Information Processing Systems 11. MIT Press, 218-224. 1999

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Postadresse

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