Illia Horenko

Available identifiers

zbMath Open horenko.illiaMaRDI QIDQ1746927

List of research outcomes

Publication	Date of Publication	Type
eSPA+: Scalable Entropy-Optimal Machine Learning Classification for Small Data Problems	2022-06-20	Paper
Scalable computational measures for entropic detection of latent relations and their applications to magnetic imaging	2022-01-11	Paper
On a computationally scalable sparse formulation of the multidimensional and nonstationary maximum entropy principle	2021-01-21	Paper
On a Scalable Entropic Breaching of the Overfitting Barrier for Small Data Problems in Machine Learning	2020-11-02	Paper
Towards a Computationally Tractable Maximum Entropy Principle for Nonstationary Financial Time Series	2019-03-20	Paper
Toward a direct and scalable identification of reduced models for categorical processes	2019-01-11	Paper
On a scalable nonparametric denoising of time series signals	2018-04-26	Paper
On inference of causality for discrete state models in a multiscale context	2017-02-16	Paper
Towards a Stochastic Closure Approach for Large Eddy Simulation	2015-09-16	Paper
Statistical Regression Analysis of Threshold Excesses with Systematically Missing Covariates	2015-07-30	Paper
Discrete nonhomogeneous and nonstationary logistic and Markov regression models for spatiotemporal data with unresolved external influences	2015-06-05	Paper
On inference of statistical regression models for extreme events based on incomplete observation data	2015-06-05	Paper
An Adaptive Markov Chain Monte Carlo Approach to Time Series Clustering of Processes with Regime Transition Behavior	2014-05-21	Paper
Analysis of persistent nonstationary time series and applications	2013-01-25	Paper
Information theory, model error, and predictive skill of stochastic models for complex nonlinear systems	2012-12-28	Paper
On Analysis of Nonstationary Categorical Data Time Series: Dynamical Dimension Reduction, Model Selection, and Applications To Computational Sociology	2012-08-11	Paper
Finite Element Approach to Clustering of Multidimensional Time Series	2011-03-02	Paper
Optimal Allocation of a Futures Portfolio Utilizing Numerical Market Phase Detection	2010-11-10	Paper
On Metastable Conformational Analysis of Nonequilibrium Biomolecular Time Series	2010-06-10	Paper
Likelihood-Based Estimation of Multidimensional Langevin Models and Its Application to Biomolecular Dynamics	2009-10-19	Paper
Macroscopic Dynamics of Complex Metastable Systems: Theory, Algorithms, and Application to B-DNA	2009-04-30	Paper
Automated Generation of Reduced Stochastic Weather Models I: Simultaneous Dimension and Model Reduction for Time Series Analysis	2008-12-11	Paper
Automated Model Reduction for Complex Systems Exhibiting Metastability	2007-09-07	Paper
Reduced Stochastic Models for Complex Molecular Systems	2006-11-22	Paper

Research outcomes over time

Doctoral students

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