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Computational Linguistics and Information Processing

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**[https://www.youtube.com/watch?v=YxAlcQKsgJc Laura Gwilliams: Towards a mechanistic account of speech comprehension]
**[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://sites.google.com/site/fmridataanalysis/home Russel Poldrack: Handbook of Functional MRI Analysis]
**[https://mitpress.mit.edu/9780262122771/ Luck's An Introduction to the Event-Related Potential Technique]
**[https://mitpress.mit.edu/9780262122771/ Steven Luck: An Introduction to the Event-Related Potential Technique]
**Cognitive Neuroscience of Language book
**[https://www.routledge.com/Cognitive-Neuroscience-of-Language/Kemmerer/p/book/9781848726215 David Kemmerer: Cognitive Neuroscience of Language]
**Brennan book
**[https://www.indiebound.org/book/9780198814764 Jonathan Brennan: Language and the Brain - A Slim Guide to Neurolinguistics]
**Baggio book
**[https://mitpress.mit.edu/9780262543262/neurolinguistics/ Giosuè Baggio: Neurolinguistics]
*Course videos:
*Course videos:
**[https://www.youtube.com/playlist?list=PLwW-nea-Z6h-TiG0rBIviCQ5XaTyGq5WQ Neural Bases of Language through NYU]
**[https://www.youtube.com/playlist?list=PLwW-nea-Z6h-TiG0rBIviCQ5XaTyGq5WQ Neural Bases of Language through NYU]
**[https://ocw.mit.edu/courses/9-13-the-human-brain-spring-2019/ The Human Brain course through MIT]
**[https://ocw.mit.edu/courses/9-13-the-human-brain-spring-2019/ The Human Brain course through MIT]

Revision as of 16:35, 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