limo_tools

Hierarchical Linear Modelling for MEEG data

https://github.com/limo-eeg-toolbox/limo_tools

Science Score: 54.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • CITATION.cff file
    Found CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
  • .zenodo.json file
    Found .zenodo.json file
  • DOI references
  • Academic publication links
    Links to: nature.com
  • Academic email domains
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (15.3%) to scientific vocabulary
Last synced: 6 months ago · JSON representation ·

Repository

Hierarchical Linear Modelling for MEEG data

Basic Info
Statistics
  • Stars: 61
  • Watchers: 19
  • Forks: 28
  • Open Issues: 25
  • Releases: 7
Created about 12 years ago · Last pushed 8 months ago
Metadata Files
Readme Contributing License Code of conduct Citation

README.md

LInear MOdeling of MEEG data

The LInear MOdelling of MEEG data (LIMO MEEG) toolbox is a Matlab toolbox dedicated to the statistical analysis of MEEG data. Once data are imported, all computations are performed within the toolbox, and can thus work for any data sets from any software (e.g. EEGLAB, FieldTrip, BrainStorm). It is interfaced with EEGLAB (via STUDY) acting as a plug in ; it also uses topolot from EEGLAB for result visualization. In the LIMOFTintegration branch, ERP data from FieldTrip (scalp and source) can also be imported and processed.

This repository (master) is the stable version of LIMO MEEG (v3). A quick overview on how this can help you achieve a fully reproducbile workflow can see in the NeuroMatch YouTube video:

BIDS-EEGLAB-LIMO-Workflow

Installation

Have EEGLAB installed (because we call some functions) and LIMO in the plug-in directory. Data of each subject must be in subject specific folders -- ideally follow the Brain Imaging Data Structure making working with EEGLAB/FieldTrip/LIMO easier.

If you are using LIMO tools programmatically, make sure subfolders are in the matlab path matlab addpath([limo_folder filesep 'limo_cluster_functions']); addpath([limo_folder filesep 'external']); addpath([limo_folder filesep 'external' filesep 'psom']); addpath([limo_folder filesep 'help']); addpath([limo_folder filesep 'deprecated']

LIMO 3.0 has been tested with EEGLAB 2021.0. This test script runs nightly to make sure LIMO remains stable.

Documentation

The wiki provides documentation on the various tools available and files created.
We also have a full tutorial taking you through an analysis.

Questions

Best to use the discussion forums like the eeglab mailing list or neurostar (tagging people) for general analysis questions.
You can also email directly or raise a github issue, in particular for bugs.

Citation and method reporting

Published papers related to the method(s) used here are listed in the citations.nbib file. More generally, we recommended using boilerplate texts from the wiki.

LIMO tutorial dataset

The tutorial uses data prepared using EEG-BIDS avaialble here: https://openneuro.org/datasets/ds002718/versions/1.0.2. There is also an older dataset that can be downloaded here: http://datashare.is.ed.ac.uk/handle/10283/2189.

Contribute

No brainer --> comment on anything you want (usage/doc/design) in free format on this google doc

Push any changes, submit pull request against the HotFixes branch.

Anyone is welcome to contribute ! check here how you can get involved, the code of conduct. Contributors are listed here

Owner

  • Name: LIMO MEEG
  • Login: LIMO-EEG-Toolbox
  • Kind: organization
  • Location: https://limo-eeg-toolbox.github.io/limo_meeg/

This is the official repo for the LIMO MEEG toolbox, a toolbox for modern and robust statistical analysis of human electrophysiological data

Citation (CITATION.cff)

cff-version: 1.3.0
title: LIMO MEEG
authors:
  - family-names: "Pernet"
    given-names: "Cyril"
    orcid: "https://orcid.org/0000-0003-4010-4632"
version: "3.2"
date-released: 2021-08-13
license: "MIT"
repository-code: "https://github.com/LIMO-EEG-Toolbox/limo_tools"
message: "If you use this software, please cite relevant articles below."
references:
  - type: article
    authors:
      - family-names: "Pernet"
        given names: "Cyril"
      - family-names: "Chauveau"
        given names: "Nicolas"
      - family-names: "Gaspar"
        given names: "Carl"
      - family-names: "Rousselet"
        given names: "Guillaume"
    title: "LIMO EEG: a toolbox for hierarchical LInear MOdeling of ElectroEncephaloGraphic
      data."
    journal: "Computational intelligence and neuroscience"
    date-published: 2011
    number-volumes: 2011
    pages: 831409
    doi: 10.1155/2011/831409
  - type: article
    authors:
      - family-names: "Pernet"
        given names: "Cyril"
      - family-names: "Latinus"
        given names: "Marianne"
      - family-names: "Nichols"
        given names: "Thomas"
      - family-names: "Rousselet"
        given names: "Guillaume"
    title: "Cluster-based computational methods for mass univariate analyses of event-related
          brain potentials/fields: A simulation study."
    journal: "Journal of neuroscience methods"
    date-published: 2015
    number-volumes: 250
    pages: 85-93
    doi: 10.1016/j.jneumeth.2014.08.003
  - type: article
    authors:
      - family-names: "Pernet"
        given names: "Cyril"
      - family-names: "Martinez-Cancino"
        given names: "Ramon"
      - family-names: "Truong"
        given names: "Dung"
      - family-names: "Makeig"
        given names: "Scott"
      - family-names: "Delorme"
        given names: "Arnaud"        
    title: "From BIDS-Formatted EEG Data to Sensor-Space Group Results: A Fully Reproducible 
          Workflow With EEGLAB and LIMO EEG"
    journal: "Frontiers in Neuroscience"
    date-published: 2021
    number-volumes: 14
    pages: 610388
    doi: 10.3389/fnins.2020.610388
  - type: article
    authors:
      - family-names: "Pernet"
        given names: "Cyril"
      - family-names: "Suay Mas"
        given names: "Ignacio"
      - family-names: "Rousselet"
        given names: "Guillaume"
      - family-names: "Martinez"
        given names: "Ramon"
      - family-names: "Wilcox"
        given names: "Rand"   
      - family-names: "Delorme"
        given names: "Arnaud"
    title: "Electroencephalography robust statistical linear modelling 
          using a single weight per trial"
    journal: "Aperture Neuro"
    date-published: 2022
    number-volumes: 1(7)
    pages: 1-19
    doi: 10.52294/2e69f7cc-f061-40ad-ad77-017110464dfd

GitHub Events

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Last Year
  • Create event: 2
  • Issues event: 16
  • Watch event: 2
  • Delete event: 1
  • Issue comment event: 28
  • Member event: 1
  • Push event: 56
  • Pull request review event: 4
  • Pull request review comment event: 5
  • Pull request event: 7
  • Fork event: 1

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 8
  • Total pull requests: 3
  • Average time to close issues: about 2 months
  • Average time to close pull requests: 1 minute
  • Total issue authors: 6
  • Total pull request authors: 2
  • Average comments per issue: 1.38
  • Average comments per pull request: 0.33
  • Merged pull requests: 1
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 8
  • Pull requests: 3
  • Average time to close issues: about 2 months
  • Average time to close pull requests: 1 minute
  • Issue authors: 6
  • Pull request authors: 2
  • Average comments per issue: 1.38
  • Average comments per pull request: 0.33
  • Merged pull requests: 1
  • Bot issues: 0
  • Bot pull requests: 0
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