Name: Daniele Marinazzo
Type: User
Company: Ghent University
Bio: I am a statistical physicist working mainly in the neurosciences. We focus on methodological and computational aspects, connectivity and dynamics.
Location: Ghent, Belgium
Blog: http://users.ugent.be/~dmarinaz/
Daniele Marinazzo's Projects
python implementations of Analyzing Neural Time Series Textbook
Solutions in Python to Mike X Cohen's book Analyzing Neural Time Series Data
Hemodynamic Response Function Retrieval and Deconvolution (RS-HRF)
Brain Fingerprinting and related topics.
A Jupyter Book of everything Brainhack: past, present and future.
Brainstorm software: MEG, EEG, fNIRS, ECoG, sEEG and electrophysiology
Clustering of functional connectivity measures and time series extraction pipelines
EEG analysis with FOOOF and downstream classifiers for BCI application
code for dynamic O information
Self-Tuning Optimized Kalman Filtering (STOK) + DyNet simulation + connectivity metrics
demo code edge-centric functional connectivity (eFC); Faskowitz et al. (2020)
A collection of classic EEG experiments implemented with Python and Jupyter notebooks
python scripts to reproduce the simulations of the paper "Evolutionary Dynamics of Group Formation"
A package to compute and test the significance of linear dependence between multiple autocorrelated time series.
External Library Geodesic
Matlab Tool for a frequency-specific quantification of higher-order measures for the study of complex systems. In particular, to assess the presence of redundacy or synergy in a network of interacting processes, the interaction information decomposition is provided in the frequency domain and related to the time domain through Block-Coherence estimator.
reproduction of the simulations of a critical paper, with the State Space formulation of Granger Causality
Gradients of O-information
Code for multiscale Granger causality with "à trous" wavelet
Retrieving high-order information multiplets from data using the O-information
Python package for hypergraph analysis and visualization.
Short library to plot high-order interactions