Search Results for author: Reik V. Donner

Found 2 papers, 1 papers with code

Unified functional network and nonlinear time series analysis for complex systems science: The pyunicorn package

1 code implementation2 Jul 2015 Jonathan F. Donges, Jobst Heitzig, Boyan Beronov, Marc Wiedermann, Jakob Runge, Qing Yi Feng, Liubov Tupikina, Veronika Stolbova, Reik V. Donner, Norbert Marwan, Henk A. Dijkstra, Jürgen Kurths

Additionally, \texttt{pyunicorn} provides insights into the nonlinear dynamics of complex systems as recorded in uni- and multivariate time series from a non-traditional perspective by means of recurrence quantification analysis (RQA), recurrence networks, visibility graphs and construction of surrogate time series.

Data Analysis, Statistics and Probability Atmospheric and Oceanic Physics

Optimal model-free prediction from multivariate time series

no code implementations18 Jun 2015 Jakob Runge, Reik V. Donner, Jürgen Kurths

Here a prediction scheme that overcomes this strong limitation is introduced utilizing a causal pre-selection step which drastically reduces the number of possible predictors to the most predictive set of causal drivers making a globally optimal search scheme tractable.

Time Series Time Series Analysis

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