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physics.data-an2020★ 50 cited
A unified and automated approach to attractor reconstruction
K. H. Krämer, G. Datseris, J. Kurths +3
We present a fully automated method for the optimal state space reconstruction from univariate and multivariate time series. The proposed methodology generalizes the time delay emb…
physics.data-an2019★ 20 cited
Predicting Spatio-Temporal Time Series Using Dimension Reduced Local States
Jonas Isensee, George Datseris, Ulrich Parlitz
We present a method for both cross estimation and iterated time series prediction of spatio temporal dynamics based on reconstructed local states, PCA dimension reduction, and loca…