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Computational Linguistics and Information Processing

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*Nilearn for fMRI
*Nilearn for fMRI
**Link to GLM tutorial
**Link to GLM tutorial
*SPM for fMRI
**Link to tutorial
*More: [https://www.nitrc.org/top/toplist.php?type=downloads NITRC]




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**Brain Inspired podcast with Ev Federenko & Emily Bender
**Brain Inspired podcast with Ev Federenko & Emily Bender
*Talks:
*Talks:
**Nancy TED talk
**[http://nancysbraintalks.mit.edu/video/nancys-ted-talk-neural-portrait-human-mind Nancy's Kanwisher's TED talk: A Neural Portrait of the Human Mind]
**Brennan talk
**[https://www.mpi.nl/events/neurobiology-language-key-issues-and-ways-forward/videos Jonathan Brennan: Building bridges between computation and implementation for natural language understanding]
**Laura Gwilliams talk
**[https://www.youtube.com/watch?v=YxAlcQKsgJc Laura Gwilliams: Towards a mechanistic account of speech comprehension]
*Books:
*Books:
**[https://sites.google.com/site/fmridataanalysis/home Russel Poldrack's Handbook of Functional MRI Analysis]
**[https://mitpress.mit.edu/9780262122771/ Luck's An Introduction to the Event-Related Potential Technique]
**Cognitive Neuroscience of Language book
**Cognitive Neuroscience of Language book
**Poldrack book for fMRI analysis
**Brennan book
**Brennan book
**Baggio book
**Baggio book
*Course videos:
*Course videos:
**Neural Bases of Language course videos
**[https://www.youtube.com/playlist?list=PLwW-nea-Z6h-TiG0rBIviCQ5XaTyGq5WQ Neural Bases of Language through NYU]
**Nancy Kanwisher The Human Brain course
**[https://ocw.mit.edu/courses/9-13-the-human-brain-spring-2019/ The Human Brain course through MIT]

Revision as of 16:29, 25 August 2022

This is a repository that is updated periodically with resources to analyze continuous, naturalistic neuroimaging data with computational tools. It is split into three sections:

Datasets
EEG/MEG/fMRI
Toolkits & Tutorials
For neuroimaging data analysis
Relevant Background
Selected papers, podcasts, talks, course videos, books


Datasets

  • LPP-fMRI corpus (English, Chinese, French)
    • Link
    • Data paper
  • Narratives fMRI corpus
    • Link
    • Data paper
  • NBD fMRI corpus
    • Link
    • Data paper
  • Alice fMRI (English)
    • Link to whole brain
    • Link to ROIs
    • Data paper
  • Alice EEG (English)
    • Link
    • Data paper
  • Appleseed MEG
    • Link
    • Paper
  • MASC-MEG
    • Link
    • Paper
  • MUC MEG/fMRI
    • Link
    • Paper
  • LPP EEG
    • Paper


Toolkits

  • Eelbrain for EEG/MEG
    • Link
    • Paper
  • Nilearn for fMRI
    • Link to GLM tutorial
  • SPM for fMRI
    • Link to tutorial
  • More: NITRC


Relevant Background