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List of Publications

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2005

Expectation Consistent Free Energies for Approximate Inference [21]

Opper, M. and Winther, O.

Advances in Neural Information Processing Systems 17 2005

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

Synchronization of neural networks by mutual learning and its application to cryptography [24]

Klein, E., Mislovaty, R., Kanter, I., Ruttor, A. and Kinzel, W.

Advances in Neural Information Processing Systems. MIT Press, 689-696. 2005

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

Neural cryptography with queries [27]

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

J. Stat. Mech., P01009. 2005

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

Sequential, Bayesian geostatistics: A principled method for large data sets [30]

Cornford, D., Csató, L. and Opper, M.

Geographical Analysis, 183-199. 2005

Download Bibtex entry [31]

Expectation Consistent Approximate Inference [32]

Opper, M. and Winther, O.

Journal of Machine Learning Research, 2177 - 2204. 2005

Link to publication [33] Download Bibtex entry [34]

Approximate inference techniques with expectation constraints [35]

Heskes, T., Opper, M., Wiegerinck, W., Winther, O. and Zoeter, O.

Journal of Statistical Mechanics (JSTAT) 2005

Link to publication [36] Download Bibtex entry [37]

A statistical physics approach for the analysis of machine learning algorithms on real data [38]

Malzahn, D. and Opper, M.

Journal of Statistical Mechanics (JSTAT) 2005

Link to publication [39] Download Bibtex entry [40]

2006

An Approximate Inference Approach for the PCA Reconstruction Error [41]

Opper, M.

Advances in Neural Information Processing Systems 18. MIT Press. 2006

Link to publication [42] Download Bibtex entry [43]

Genetic attack on neural cryptography [44]

Ruttor, A., Kinzel, W., Naeh, R. and Kanter, I.

Phys. Rev. E, 036121. 2006

Link to publication [45] Download Bibtex entry [46]

2007

Gaussian Process Approximations of Stochastic Differential Equations [47]

Archambeau, C., Cornford, D., Opper, M. and Shawe-Taylor, J.

Journal of Machine Learning Research: Workshop and Conference Proceedings, 1:1–16. 2007

Link to publication [48] Download Bibtex entry [49]

Dynamics of neural cryptography [50]

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

Phys. Rev. E, 056104. 2007

Link to publication [51] Download Bibtex entry [52]

Neural Synchronization and Cryptography [53]

Ruttor, A.

2007 University of Wuerzburg

Link to publication [54] Download Bibtex entry [55]

2008

Variational Markov Chain Monte Carlo for Inference in Partially Observed Nonlinear Diffusions [56]

Shen, Y., Archambeau, C., Cornford, D. and Opper, M.

Proceedings of the Workshop Inference and Estimation in Probabilistic Time-Series Models, 67-78. 2008

Download Bibtex entry [57]

Variational Inference for Diffusion Processes [58]

Archambeau, C., Opper, M., Shen, Y., Cornford, D. and Shawe-Taylor, J.

Advances in Neural Information Processing Systems 20. MIT Press, 17–24. 2008

Download Bibtex entry [59]

Variational inference for Markov jump processes [60]

Opper, M. and Sanguinetti, G.

Advances in Neural Information Processing Systems 20. MIT Press, 1105–1112. 2008

Download Bibtex entry [61]
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