Scientific Software
Updated 10 months ago

MNE-ICALabel — Peer-reviewed • Rank 15.5 • Science 98%

MNE-ICALabel: Automatically annotating ICA components with ICLabel in Python - Published in JOSS (2022)

Mathematics Medicine
Scientific Software · Peer-reviewed
Updated 10 months ago

nl-causal-representations • Rank 6.1 • Science 67%

This is the code for the paper Jacobian-based Causal Discovery with Nonlinear ICA, demonstrating how identifiable representations (particularly, with Nonlinear ICA) can be used to extract the causal graph from an underlying structural equation model (SEM).

Updated 10 months ago

ima-vae • Rank 4.2 • Science 54%

This is the code for the paper Embrace the Gap: VAEs perform Independent Mechanism Analysis, showing that optimizing the ELBO is equivalent to optimizing the IMA-regularized log-likelihood under certain assumptions (e.g., small decoder variance).

Updated 10 months ago

cica • Rank 1.8 • Science 36%

Code repository of the R package Clusterwise Independent Component Analysis

Updated 10 months ago

https://github.com/cognitiveneurolab/pipeline_eeg_to_erp_eeglab_stats_r • Science 41%

General pipeline used for analyzing EEG data where Raw EEG data gets transformed into ERPS and Stats are done in R (Mixed effects models)

Updated 10 months ago

rica • Science 54%

Rica (Reports for ICA) provides an app to visualize ICA components and perform manual classification in an interactive way

Updated 10 months ago

eeg_to_erp_pipeline_stats_r • Science 67%

General pipeline used for analyzing EEG data where Raw EEG data gets transformed into ERPS and Stats are done in R (Mixed effects models)