Hi Alex,

Congratulations on the release and thank you for sharing! Make sure that
you tell [email protected] too.

Best,
Elef


On Tue, Jan 28, 2025 at 9:41 AM Alex Crimi via DIPY <[email protected]> wrote:

>
> Dear all,
>
> I did a thing last week. It is not so much for dipy, but I guess some
> people here are working also on functional data.
> I made a general Python package for brain effective connectivity:
> https://pypi.org/project/effconnpy/
>
> you can install it with "pip install effconnpy", or via git:
> https://github.com/alecrimi/effconnpy
>
> It assumes you have preprocessed the fMRI data with fMRIprep or
> somethingelse, and you have extracted the time series according to an atlas.
> The result is a brain effective connectivity matrix. The idea is to build
> something consistent more people as possible can agree. I tested it
> on fMRI series, I didn't have time to check fro EEG or something else.
>
> The implemented methods includes:
>
> Bivariate Granger Causality, Transfer Entropy, and Convergent Cross Mapping
>
> Dynamic Bayesian Network, Structural Equation Modeling, DoWhy Causal
> Discovery, and Dynamic Causal Modeling (SPM free :-) )
>
> Multivariate Granger Causality as in  Barnett & Seth 2014, Multivariate
> Convergent Cross-Mapping (CCM) as in Nithya & Tangirala 2019, multivariate
> transfer entropy as in Duan et al. 2022
>
> Please send feedback, bugs, error and suggestions for improvements.
>
> Best,
> Alex
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