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Publikationsliste

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1999

General Bounds on Bayes errors for regression with Gaussian processes [21]

Opper, M. and Vivarelli, F.

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

Link zur Publikation [22] Download Bibtex Eintrag [23]

Mean field methods for classification with Gaussian processes [24]

Opper, M. and Winther, O.

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

Link zur Publikation [25] Download Bibtex Eintrag [26]

Finite Dimensional Approximation of Gaussian Processes [27]

Trecate, G. F., Williams, C. K. and Opper, M.

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

Link zur Publikation [28] Download Bibtex Eintrag [29]

Replicator Dynamics [30]

Opper, M. and Diederich, S.

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

Download Bibtex Eintrag [31]

Statistical Mechanics of Support Vector Networks [32]

Dietrich, R., Opper, M. and Sompolinsky, H.

Phys. Rev. Lett., 2975-2978. 1999

Link zur Publikation [33] Download Bibtex Eintrag [34]

Bayes-optimal performance in a discrete space [35]

Copelli, M., Broeck, C. V. d. and Opper, M.

Journal of Physics A, L555. 1999

Link zur Publikation [36] Download Bibtex Eintrag [37]

1998

On the Annealed VC Entropy for Margin Classifiers: A Statistical Mechanics Study [38]

Opper, M.

Advances in Kernel Methods. MIT Press, 117-126. 1998

Link zur Publikation [39] Download Bibtex Eintrag [40]

A Bayesian Approach to Online Learning [41]

Opper, M.

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

Link zur Publikation [42] Download Bibtex Eintrag [43]

Statistical Mechanics of Learning in the Presence of Outliers [44]

Dietrich, R. and Opper, M.

Journal of Physics A, 9131-9147. 1998

Link zur Publikation [45] Download Bibtex Eintrag [46]

An Exact Description of Early Stopping and Weight Decay [47]

Bös, S. and Opper, M.

J. Phys. A, 4835. 1998

Download Bibtex Eintrag [48]

Online versus Offline Learning [49]

Opper, M.

Phil. Mag. B, 1531-1537. 1998

Link zur Publikation [50] Download Bibtex Eintrag [51]

1997

Regression with Gaussian Processes: Average Case Performance [52]

Opper, M.

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

Link zur Publikation [53] Download Bibtex Eintrag [54]

Metric Entropy and Minimax Risk in Classification [55]

Haussler, D. and Opper, M.

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

Link zur Publikation [56] Download Bibtex Eintrag [57]

A mean field algorithm for Bayes learning in large feedforward neural networks [58]

Opper, M. and Winther, O.

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

Link zur Publikation [59] Download Bibtex Eintrag [60]

Dynamics of Training [61]

Bös, S. and Opper, M.

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

Link zur Publikation [62] Download Bibtex Eintrag [63]

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