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stat.AP2019★ 1 cited
A Bayesian nonparametric approach to the approximation of the global stable manifold
Spyridon J. Hatjispyros, Konstantinos Kaloudis
We propose a Bayesian nonparametric model based on Markov Chain Monte Carlo (MCMC) methods for unveiling the structure of the invariant global stable manifold from observed time-se…
stat.AP2015
A Bayesian Nonparametric approach to Reconstruction and Prediction of Random Dynamical Systems
Christos Merkatas, Konstantinos Kaloudis, Spyridon J. Hatjispyros
We propose a Bayesian nonparametric mixture model for the reconstruction and prediction from observed time series data, of discretized stochastic dynamical systems, based on Markov…