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List of Publications

2016

Expectation propagation for continuous time stochastic processes

Cseke, B., Schnoerr, D., Opper, M. and Sanguinetti, G.

Journal of Physics A: Mathematical and Theoretical. IOPscience, 494002. 2016

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Visualizing the effects of a changing distance on data using continuous embeddings

Gruenhage, G., Opper, M. and Barthelme, S.

Computational Statistics & Data Analysis. Elsevier, 51 - 65. 2016

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Variational perturbation and extended Plefka approaches to dynamics on random networks: the case of the kinetic Ising model

Romano, L. B., Battistin, C., Opper, M. and Roudi, Y.

Journal of Physics A: Mathematical and Theoretical. IOPscience, 434003. 2016

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Variational estimation of the drift for stochastic differential equations from the empirical density

Batz, P., Ruttor, A. and Opper, M.

Journal of Statistical Mechanics: Theory and Experiment, 083404. 2016

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Extended Plefka expansion for stochastic dynamics

Bravi, B., Sollich, P. and Opper, M.

Journal of Physics A: Mathematical and Theoretical, 194003. 2016

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A theory of solving TAP equations for Ising models with general invariant random matrices

Opper, M., Cakmak, B. and Winther, O.

Journal of Physics A: Mathematical and Theoretical, 114002. 2016

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2015


Learning of couplings for random asymmetric kinetic Ising models revisited: random correlation matrices and learning curves

Bachschmid-Romano, L. and Opper, M.

Journal of Statistical Mechanics: Theory and Experiment. IOP Publishing, P09016. 2015

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A Tractable Approximation to Optimal Point Process Filtering: Application to Neural Encoding

Harel, Y., Meir, R. and Opper, M.

Advances in Neural Information Processing Systems 28, 1594–1602. 2015

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2014


Inferring hidden states in a random kinetic Ising model: replica analysis

Romano, L. B. and Opper, M.

Journal of Statistical Mechanics: Theory and Experiment, P06013. 2014

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Poisson Process Jumping between an Unknown Number of Rates: Application to Neural Spike Data

Stimberg, F., Ruttor, A. and Opper, M.

Advances in Neural Information Processing Systems 27, 730-738. 2014

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