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List of Publications

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2002

Statistical Mechanics of Learning: A Variational Approach for Real Data [21]

Malzahn, D. and Opper, M.

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

Link to publication [22] Download Bibtex entry [23]

2003

The Complexity of Learning with Supportvector Machines - A Statistical Physics Study [24]

Opper, M.

Adaptivity and Learning. Springer Verlag, 101-108. 2003

Link to publication [25] Download Bibtex entry [26]

Statistical Mechanics of Generalization [27]

Opper, M.

The Handbook of Brain Theory and Neural Networks, 2nd edition. MIT Press, 1087-1090. 2003

Link to publication [28] Download Bibtex entry [29]

A Statistical Mechanics Approach to Approximate Analytical Bootstrap Averages [30]

Malzahn, D. and Opper, M.

Advances in Neural Information Processing Systems 15. MIT Press, 327-334. 2003

Link to publication [31] Download Bibtex entry [32]

Sparse Gaussian processes: inference,subspace identification and model selection [33]

Csató, L. and Opper, M.

Proceedings of SYSID 2003, 1 - 6. 2003

Link to publication [34] Download Bibtex entry [35]

Schlüsselaustausch mit neuronalen Netzen [36]

Ruttor, A.

2003 Universität Würzburg

Link to publication [37] Download Bibtex entry [38]

An Approximate Analytical Approach to Resampling Averages [39]

Malzahn, D. and Opper, M.

Journal of Machine Learning Research, 1151–1173. 2003

Link to publication [40] Download Bibtex entry [41]

Learning Curves and Bootstrap Estimates for Inference with Gaussian Processes: A Statistical Mechanics Study [42]

Malzahn, D. and Opper, M.

Complexity, 57-63. 2003

Link to publication [43] Download Bibtex entry [44]

Tractable Inference for Probabilistic Data Models [45]

Csató, L., Opper, M. and Winther, O.

Complexity, 64-68. 2003

Link to publication [46] Download Bibtex entry [47]

2004

Approximate Inference in Probabilistic Models [48]

Opper, M. and Winther, O.

Algorithmic Learning Theory. Springer Verlag, 494–504.. 2004

Link to publication [49] Download Bibtex entry [50]

Approximate Analytical Bootstrap Averages for Support Vector Classifiers [51]

Malzahn, D. and Opper, M.

Advances in Neural Information Processing Systems 16. MIT Press. 2004

Link to publication [52] Download Bibtex entry [53]

Variational Linear Response [54]

Opper, M. and Winther, O.

Advances in Neural Information Processing Systems 16. MIT Press. 2004

Link to publication [55] Download Bibtex entry [56]

Neural cryptography with feedback [57]

Ruttor, A., Kinzel, W., Shacham, L. and Kanter, I.

Phys. Rev. E, 046110. 2004

Link to publication [58] Download Bibtex entry [59]

Synchronization of random walks with reflecting boundaries [60]

Ruttor, A., Reents, G. and Kinzel, W.

J. Phys. A: Math. Gen., 8609-8618. 2004

Link to publication [61] Download Bibtex entry [62]

Bayesian Analysis of the Scatterometer Wind Retrieval inverse Problem: Some new Approaches [63]

Cornford, D., Csató, L., Evans, D. J. and Opper, M.

Journal Royal Statistical Society B, 1–17. 2004

Link to publication [64] Download Bibtex entry [65]
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