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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

 

 


Sprechstunde nach Vereinbarung

Publikationen

H

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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Mutual Information and Bayes Methods for Learning a Distribution

David Haussler and Manfred Opper

Theory of Neural Networks, The Statistical Mechanics Perspective. World Scientific, 42–50. 1995

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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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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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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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Parallel Dynamics of the Neural Network with Pseudoinverse Coupling Matrix

Rolf Dieter Henkel and Manfred Opper

J. Phys A, 2201–2218. 1991

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Distribution of Internal Fields and Dynamics of Neural Networks

Rolf Dieter Henkel and Manfred Opper

Europhys. Lett., 403–408. 1990

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Retarded Learning: Rigorous Results from Statistical Mechanics

Didier Herschkowitz and Manfred Opper

Phys. Rev. Lett., 2174-2177. 2001

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Approximate inference techniques with expectation constraints

Tom Heskes and Manfred Opper and Wim Wiegerinck and Ole Winther and Onno Zoeter

Journal of Statistical Mechanics (JSTAT) 2005

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J

Selection of examples for the linear classifier

Georg Jung and Manfred Opper

J. Phys. A, 1367-1380. 1996

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K

Optimal control as a graphical model inference problem

Hilbert J. Kappen and Vincenc Gomez and Manfred Opper

Machine Learning. Springer, 159-182. 2012

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Dynamics of Learning

Wolfgang Kinzel and Manfred Opper

Physics of Neural Networks. Springer Verlag, 149–171. 1991

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Statistical Mechanics of the Knapsack Problem

Elka Korutcheva and Manfred Opper and Bernardo J. López

J. Phys. A, L645–L650. 1994

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Critical Storage Capacity of the $J= \pm 1$ Neural Network

Werner Krauth and Manfred Opper

J. Phys. A, L519–L523. 1989

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Learning algorithm for a Neural Network with binary synapses

H. Köhler and Sigurd Diederich and Wolfgang Kinzel and Manfred Opper

Zeitschrift für Physik B, 333–342. 1990

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Postadresse

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