On Entropic Learning from Noisy Time Series in the Small Data Regime von Bassetti, Davide, Pospíšil, Lukáš, Horenko, Illia

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On a Scalable Entropic Breaching of the Overfitting Barrier for Small Data Problems in Machine Learning von Horenko, Illia

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Clustering and control for adaptation uncovers time-warped spike time patterns in cortical networks in vivo von Isbister, James B., Reyes-Puerta, Vicente, Sun, Jyh-Jang, Horenko, Illia, Luhmann, Heiko J.

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Cheap robust learning of data anomalies with analytically solvable entropic outlier sparsification von Horenko, Illia

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Hierarchical analysis of conformational dynamics in biomolecules: Transition networks of metastable states von Noé, Frank, Horenko, Illia, Schütte, Christof, Smith, Jeremy C.

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On inference of causality for discrete state models in a multiscale context von Gerber, Susanne, Horenko, Illia

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Supervised Learning Approaches to Classify Sudden Stratospheric Warming Events von BLUME, Christian, MATTHES, Katja, HORENKO, Illia

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Beyond the First Tipping Points of Southern Hemisphere Climate von O'Kane, Terence J, Frederiksen, Jorgen S, Frederiksen, Carsten S, Horenko, Illia

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On the Identification of Nonstationary Factor Models and Their Application to Atmospheric Data Analysis von HORENKO, Illia

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Decadal variability in an OGCM Southern Ocean: Intrinsic modes, forced modes and metastable states von O’Kane, Terence J., Matear, Richard J., Chamberlain, Matthew A., Risbey, James S., Sloyan, Bernadette M., Horenko, Illia

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A deeper look into natural sciences with physics-based and data-driven measures von Rodrigues, Davi Röhe, Everschor-Sitte, Karin, Gerber, Susanne, Horenko, Illia

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Co-Inference of Data Mislabelings Reveals Improved Models in Genomics and Breast Cancer Diagnostics von Gerber, Susanne, Pospisil, Lukas, Sys, Stanislav, Hewel, Charlotte, Torkamani, Ali, Horenko, Illia

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Low-Cost Probabilistic 3D Denoising with Applications for Ultra-Low-Radiation Computed Tomography von Horenko, Illia, Pospíšil, Lukáš, Vecchi, Edoardo, Albrecht, Steffen, Gerber, Alexander, Rehbock, Beate, Stroh, Albrecht, Gerber, Susanne

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Toward a direct and scalable identification of reduced models for categorical processes von Gerber, Susanne, Horenko, Illia

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A Resilience Related Glial-Neurovascular Network Is Transcriptionally Activated after Chronic Social Defeat in Male Mice von Vennin, Constance, Hewel, Charlotte, Todorov, Hristo, Wendelmuth, Marlon, Radyushkin, Konstantin, Heimbach, André, Horenko, Illia, Ayash, Sarah, Müller, Marianne B, Schweiger, Susann, Gerber, Susanne, Lutz, Beat

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Finite Element Approach to Clustering of Multidimensional Time Series von Horenko, Illia

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Nonstationarity in Multifactor Models of Discrete Jump Processes, Memory, and Application to Cloud Modeling von HORENKO, Illia

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On Robust Estimation of Low-Frequency Variability Trends in Discrete Markovian Sequences of Atmospheric Circulation Patterns von HORENKO, Illia

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On clustering of non-stationary meteorological time series von Horenko, Illia

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Gauge-Optimal Approximate Learning for Small Data Classification von Vecchi, Edoardo, Bassetti, Davide, Graziato, Fabio, Pospíšil, Lukáš, Horenko, Illia

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