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Publikationsliste

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2003

Tractable Inference for Probabilistic Data Models [21]

Csató, L., Opper, M. and Winther, O.

Complexity, 64-68. 2003

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

2002

Data Assimilation with Sequential Gaussian Processes [24]

Csató, L., Cornford, D. and Opper, M.

Uncertainty in geometrical computation, published by: Kluwer. Kluwer, 29-40. 2002

Download Bibtex Eintrag [25]

Asymptotic Universality for Learning Curves of Support Vector Machines [26]

Opper, M. and Urbanczik, R.

Advances in Neural Information Processing Systems 14. MIT Press, 479-486. 2002

Link zur Publikation [27] Download Bibtex Eintrag [28]

A Variational Approach to Learning Curves [29]

Malzahn, D. and Opper, M.

Advances in Neural Information Processing Systems 14. MIT Press, 463-469. 2002

Link zur Publikation [30] Download Bibtex Eintrag [31]

TAP Gibbs Free Energy, Belief Propagation and Sparsity [32]

Csató, L., Opper, M. and Winther, O.

Advances in Neural Information Processing Systems 14. MIT Press, 657-663. 2002

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

Drifting Games and Brownian Motion [35]

Freund, Y. and Opper, M.

Journal of Computer and System Sciences, 113-132. 2002

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

Sparse On-Line Gaussian Processes [38]

Csató, L. and Opper, M.

Neural Computation, 641 - 668. 2002

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

Statistical Mechanics of Learning: A Variational Approach for Real Data [41]

Malzahn, D. and Opper, M.

Phys. Rev. Lett., 108302.1-108302.4. 2002

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

2001

Advanced Mean Field Methods: Theory and Practice [44]

||MIT Press. 2001

Download Bibtex Eintrag [45]

Learning to Generalize [46]

Opper, M.

Frontiers of Life. Academic Press, 763-775. 2001

Link zur Publikation [47] Download Bibtex Eintrag [48]

Adaptive TAP Equations [49]

Opper, M. and Winther, O.

Advanced Mean Field Methods: Theory and Practice. MIT Press, 85-97. 2001

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

From Naive Mean Field Theory to the TAP Equations [52]

Opper, M. and Winther, O.

Advanced Mean Field Methods: Theory and Practice. MIT Press, 7-20. 2001

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

Learning curves for Gaussian processes models: Fluctuations and Universality [55]

Malzahn, D. and Opper, M.

Proceedings of the International Conference on Artificial Neural Networks 2001. Springer–Verlag, 271-276. 2001

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

Online Learning of Wind-Field Models [58]

Csató, L., Cornford, D. and Opper, M.

Proceedings of the International Conference on Artificial Neural Networks 2001. Springer–Verlag, 300-307. 2001

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

Sparse Representation for Gaussian Process Models [61]

Csató, L. and Opper, M.

Advances in Neural Information Processing Systems 13. MIT Press, 444-450. 2001

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

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