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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

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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Replicator Dynamics

Manfred Opper and Sigurd Diederich

Proceedings of the Europhysics Conference on Computational Physics CCP 1998. Elsevier Science, 141-144. 1999

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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

Link zur Publikation Download Bibtex Eintrag

Dynamics of Training

S. Bös and Manfred Opper

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

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General Bounds on the Mutual Information Between a Parameter and $n$ Conditionally Independent Observations

David Haussler and Manfred Opper

Proceedings of the Eighth Annual Conference on Computational Learning Theory. ACM Press, 402-411. 1995

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Supervised Learning: Information Theoretic Bounds on Predictive Errors

Manfred Opper and David Haussler

Proceedings of the IEEE workshop on Information Theory (ITW'95), 6.2. 1995

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Learning in Artificial Neural Networks: The Statistical Mechanics Approach

Manfred Opper

Supercomputing in Brain Reasearch: From Tomography to Neural Networks. World Scientific, 321–330. 1995

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Query by committee

H. Sebastian Seung and Manfred Opper and Haim Sompolinsky

Proceedings of the Fifth Annual Conference on Computational Learning Theory. ACM Press, 287-294. 1992

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Estimating Average - Case Learning Curves Using Bayesian, Statistical Physics and VC Dimension Methods

David Haussler and Michael Kearns and Manfred Opper and Robert E. Schapire

Advances in Neural Information Processing Systems 4. Morgan Kaufmann, 855–862. 1992

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Calculation of the Learning Curve of Bayes Optimal Classification Algorithm for Learning a Perceptron With Noise

Manfred Opper and David Haussler

Proceedings of the Fourth Annual Conference on Computational Learning Theory. Morgan Kaufmann, 75–87. 1991

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Statistical Mechanics of Learning in Neural Network Models

Manfred Opper and Sigurd Diederich and Joachim K. Anlauf

Neural Networks from Models to Applications. I.D.S.E.T., Paris, 235–243. 1988

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Learning by Error Correction in Spin Glass Models of Neural Networks

Sigurd Diederich and Manfred Opper and Rolf Dieter Henkel and Wolfgang Kinzel

Computer Simulations in Brain Science. Cambridge University Press. 1988

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Resonant and Quasiclassical Excitations of Solitons in the Alpha- Helix

Hannes Bolterauer and Rolf Dieter Henkel and Manfred Opper

Structure, Coherence and Chaos in Dynamical Systems. Manchester University Press, 625–631. 1986

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Postadresse

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