GCMI: Gaussian copula mutual information

Versione 1.0.0.0 (54,1 KB) da Robin
Calculating mutual information and other quantities using a parametric Gaussian copula.
554 download
Aggiornato 27 lug 2020

Functions for calculating mutual information and other information theoretic quantities using a parametric Gaussian copula.
This provides a robust rank based statistic that can handle multidimensional, continuous and discrete variables in a unified way with a meaningful effect size on a common scale (bits).
Higher order quantities such as conditional mutual information and interaction information quantify statistical relationships between multiple variables.

If you use this code for analysis that is published in an indexed journal or repository, please cite the following article:

RAA Ince, BL Giordano, C Kayser, GA Rousselet, J Gross and PG Schyns
"A statistical framework for neuroimaging data analysis based on mutual information estimated via a Gaussian copula"
Human Brain Mapping doi:10.1002/hbm.23471

For journals with supplementary information that may not be indexed for citations, please place the citation in the indexed main manuscript.

The matlab_examples directory contains tutorial example scripts reproducing the analyses from that paper.

Cita come

Robin (2024). GCMI: Gaussian copula mutual information (https://github.com/robince/gcmi), GitHub. Recuperato .

Compatibilità della release di MATLAB
Creato con R2015a
Compatibile con qualsiasi release
Compatibilità della piattaforma
Windows macOS Linux
Categorie
Scopri di più su Multimodal in Help Center e MATLAB Answers

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

Le versioni che utilizzano il ramo predefinito di GitHub non possono essere scaricate

Versione Pubblicato Note della release
1.0.0.0

change title
update doi to HBM paper

Per visualizzare o segnalare problemi su questo componente aggiuntivo di GitHub, visita GitHub Repository.
Per visualizzare o segnalare problemi su questo componente aggiuntivo di GitHub, visita GitHub Repository.