On Analysis of Nonstationary Categorical Data Time Series: Dynamical Dimension Reduction, Model Selection, and Applications To Computational Sociology

On the Identification of Nonstationary Factor Models and Their Application to Atmospheric Data Analysis

(2010) Illia Horenko   JOURNAL OF THE ATMOSPHERIC SCIENCES

Finite Element Approach to Clustering of Multidimensional Time Series

(2010) Illia Horenko   SIAM JOURNAL ON SCIENTIFIC COMPUTING

Systematic Metastable Atmospheric Regime Identification in an AGCM

(2009) Christian Franzke et al.   JOURNAL OF THE ATMOSPHERIC SCIENCES

Transition Path Theory for Markov Jump Processes

(2009) Philipp Metzner et al.   MULTISCALE MODELING & SIMULATION

Metastable Decomposition of High-Dimensional Meteorological Data with Gaps

(2008) Illia Horenko et al.   JOURNAL OF THE ATMOSPHERIC SCIENCES

Automated Generation of Reduced Stochastic Weather Models I: Simultaneous Dimension and Model Reduction for Time Series Analysis

(2008) Illia Horenko et al.   MULTISCALE MODELING & SIMULATION

Macroscopic Dynamics of Complex Metastable Systems: Theory, Algorithms, and Application to B-DNA

(2008) Illia Horenko et al.   SIAM JOURNAL ON APPLIED DYNAMICAL SYSTEMS