3.9k citations · 10.8k across the 58 of their papers we have counts for
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physics.data-an2013★ 61 cited
How complex climate networks complement eigen techniques for the statistical analysis of climatological data
Jonathan F. Donges, Irina Petrova, Alexander Loew +2
Eigen techniques such as empirical orthogonal function (EOF) or coupled pattern (CP) / maximum covariance analysis have been frequently used for detecting patterns in multivariate…
physics.data-an2013★ 113 cited
Geometric detection of coupling directions by means of inter-system recurrence networks
Jan H. Feldhoff, Reik V. Donner, Jonathan F. Donges +2
We introduce a geometric method for identifying the coupling direction between two dynamical systems based on a bivariate extension of recurrence network analysis. Global character…