Browse by Projects

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Gerber, S. and Pospisil, L. and Navandar, M. and Horenko, I. (2020) Low-cost scalable discretization, prediction and feature selection for complex systems. Science Advances, 6 (5).

Gerber, S. and Olsson, S. and Noé, F. and Horenko, I. (2018) A scalable approach to the computation of invariant measures for high-dimensional Markovian systems. Scientific Reports, 8 (1796). ISSN 2045-2322

Gerber, S. and Horenko, I. (2017) Toward a direct and scalable identification of reduced models for categorical processes. Proceedings of the National Academy of Sciences, 114 (19). pp. 4863-4868.

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Horenko, I. (2020) On a Scalable Entropic Breaching of the Overtting Barrier for Small Data Problems in Machine Learning. Neural Computation, 32 (8). pp. 1563-1579.

Horenko, I. and Gerber, S. and O'Kane, T.J. and Risbey, J.S. and Monselesan, D.P. (2017) On inference and validation of causality relations in climate teleconnections. In: Nonlinear and Stochastic Climate Dynamics. Cambridge University Press, pp. 184-208. ISBN 9781107118140

Horenko, I. and Gerber, S. (2015) Improving clustering by imposing network information. Science Advances, 1 (7). ISSN 2375-2548

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Marchenko, A. and Gagliardini, P. and Horenko, I. (2018) Toward a computationally-tractable maximum entropy principle for non-stationary financial time series. SIAM Journal of Financial Mathematics, 9 (4). pp. 1249-1285. ISSN 1945-497X

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O'Kane, T.J. and Monselesan, D.P. and Risbey, J.S. and Horenko, I. and Franzke, Ch.L.E. (2017) On memory, dimension, and atmospheric teleconnection patterns. Math. Clim. Weather Forecast, 3 (1). pp. 1-27.

O’Kane, T.J. and Risbey, J.S. and Monselesan, D.P. and Horenko, I. and Franzke, Ch.L.E. (2015) On the dynamics of persistent states and their secular trends in the waveguides of the Southern Hemisphere troposphere. Climate Dynamics . ISSN Print: 0930-7575, Online: 1432-0894

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Pospisil, L. and Gagliardini, P. and Sawyer, W. and Horenko, I. (2018) On a scalable nonparametric denoising of time series signals. Communications in Applied Mathematics and Computational Science, 13 (1). pp. 107-138.

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Rodrigues, D.R. and Everschor-Sitte, K. and Gerber, S. and Horenko, I. (2021) A deeper look into natural sciences with physics-based and data-driven measures. iSCIENCE, 24 (3). pp. 1-13. ISSN 102171

Rosenau, M. and Horenko, I. and Corbi, F. and Rudolf, M. and Kornhuber, R. and Oncken, O. (2019) Synchronization of great subduction megathrust earthquakes: Insights from scale model analysis. Journal of Geophysical Research: Solid Earth, 124 (4). pp. 3646-3661. ISSN 2169-9356