Projects

SynDisc: Synergistic information via data disclosure

This Python package implements the synergy measure (and corresponding information decomposition) in our 2020 *J Physics A* paper. In essence, synergy is defined as the maximum information transmittable through a 'synergistic channel', and the optimisation is done with linear programming on the vertices of a probability polytope.

IDTxl: Information Dynamics Toolkit xl

IDTxl is a dedicated Python package for the estimation of directed information transfer networks from data. It is extremely data-efficient: it can accurately estimate networks between hundreds of nodes with as few as 1000 time points.