91 citations · 112 across the 5 of their papers we have counts for
4 papers · 1 filter
A Framework for the Time- and Frequency-Domain Assessment of High-Order Interactions in Brain and Physiological Networks
Luca Faes, Gorana Mijatovic, Yuri Antonacci +7
While the standard network description of complex systems is based on quantifying links between pairs of system units, higher-order interactions (HOIs) involving three or more unit…
Multiscale Information Storage of Linear Long-Range Correlated Stochastic Processes
Luca Faes, Margarida Almeida Pereira, Maria Eduarda Silva +4
Information storage, reflecting the capability of a dynamical system to keep predictable information during its evolution over time, is a key element of intrinsic distributed compu…
On the interpretability and computational reliability of frequency-domain Granger causality
Luca Faes, Sebastiano Stramaglia, Daniele Marinazzo
This is a comment to the paper 'A study of problems encountered in Granger causality analysis from a neuroscience perspective'. We agree that interpretation issues of Granger Causa…
Multiscale Information Decomposition: Exact Computation for Multivariate Gaussian Processes
Luca Faes, Daniele Marinazzo, Sebastiano Stramaglia
Exploiting the theory of state space models, we derive the exact expressions of the information transfer, as well as redundant and synergistic transfer, for coupled Gaussian proces…