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Laura Sparacino's Projects

big-data icon big-data

Repository of the UNIPA Big Data class 2020-2021

gc_ss_pnas icon gc_ss_pnas

reproduction of the simulations of a critical paper, with the State Space formulation of Granger Causality

gcmi icon gcmi

Functions for calculating mutual information and other information theoretic quantities using a parametric Gaussian copula.

gica_toolbox icon gica_toolbox

Granger Causality (GC), Granger Isolation (GI) and Granger Autonomy (GA) for the assessment of bivariate causal and non-causal interactions in linear autoregressive processes.

hoi icon hoi

Retrieving high-order information multiplets from data using the O-information

lsp_toolbox icon lsp_toolbox

A novel spectral measure to characterize the linear self-predictability (LSP) of Gaussian processes in the frequency domain is proposed in the LSP toolbox, with examples showing its behaviour in theoretical simulations and physiological applications.

mvgc1 icon mvgc1

The MVGC Multivariate Granger Causality toolbox for Granger-causal inference from time-series data.

sir_toolbox icon sir_toolbox

The SIR Matlab Toolbox performs computation of time and frequency domain information measures of entropy rate (ER), mutual information rate (MIR) and O-Information rate (OIR), exploiting both parametric and non-parametric estimation of the power spectral density of (blocks of) interacting stochastic processes.

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