651 citations · 1.4k across the 19 of their papers we have counts for
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Partial Information Decomposition of Boolean Functions: a Fourier Analysis perspective
Abdullah Makkeh, Dirk Oliver Theis, Raul Vicente
Partial information decomposition (PID) partitions the information that a set of sources has about a target variable into synergistic, unique, and redundant contributions. This inf…
IDTxl: The Information Dynamics Toolkit xl: a Python package for the efficient analysis of multivariate information dynamics in networks
Patricia Wollstadt, Joseph T. Lizier, Raul Vicente +5
The Information Dynamics Toolkit xl (IDTxl) is a comprehensive software package for efficient inference of networks and their node dynamics from multivariate time series data using…
Efficient transfer entropy analysis of non-stationary neural time series
Patricia Wollstadt, Mario Martínez-Zarzuela, Raul Vicente +2
Information theory allows us to investigate information processing in neural systems in terms of information transfer, storage and modification. Especially the measure of informati…
Assessing coupling dynamics from an ensemble of time series
German Gomez-Herrero, Wei Wu, Kalle Rutanen +3
Finding interdependency relations between (possibly multivariate) time series provides valuable knowledge about the processes that generate the signals. Information theory sets a n…