CogNeuro: Difference between revisions
Computational Linguistics and Information Processing
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**[https://www.biorxiv.org/content/10.1101/2021.08.01.454687v1 Paper] | **[https://www.biorxiv.org/content/10.1101/2021.08.01.454687v1 Paper] | ||
**Tutorial TBD | **Tutorial TBD | ||
*SPM for fMRI | |||
**[https://andysbrainbook.readthedocs.io/en/latest/SPM/SPM_Overview.html SPM Analysis]; read Poldrack first! | |||
**[https://andysbrainbook.readthedocs.io/en/latest/PM/PM_Overview.html SPM Parametric Modulation] | |||
**[https://andysbrainbook.readthedocs.io/en/latest/Stats/Stats_Overview.html Stats for fMRI] | |||
*Nilearn for fMRI | *Nilearn for fMRI | ||
**[https://nilearn.github.io/stable/glm/index.html#glm GLM analysis] | **[https://nilearn.github.io/stable/glm/index.html#glm GLM analysis] | ||
**[https://nilearn.github.io/stable/auto_examples/00_tutorials/plot_decoding_tutorial.html Decoding] | **[https://nilearn.github.io/stable/auto_examples/00_tutorials/plot_decoding_tutorial.html Decoding] | ||
*More: [https://www.nitrc.org/top/toplist.php?type=downloads NITRC] | *More: [https://www.nitrc.org/top/toplist.php?type=downloads NITRC] | ||
Revision as of 17:27, 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)
- Narratives fMRI corpus (English)
- NBD fMRI corpus (Dutch)
- Alice fMRI (English)
- Alice EEG (English)
- Appleseed MEG (English)
- MASC-MEG (English)
- 10 hour within-participant MEG narrative (English)
- Mother of unification studies (MOUS) MEG/fMRI (Dutch)
- LPP EEG (26 languages)
- Data collection underway
- Data paper
Toolkits
- Eelbrain for EEG/MEG
- SPM for fMRI
- SPM Analysis; read Poldrack first!
- SPM Parametric Modulation
- Stats for fMRI
- Nilearn for fMRI
- More: NITRC
Relevant Background
- Papers:
- Brennan, J. (2016). Naturalistic sentence comprehension in the brain. Language and Linguistics Compass, 10(7), 299-313. Link
- Hamilton, L. S., & Huth, A. G. (2020). The revolution will not be controlled: natural stimuli in speech neuroscience. Language, cognition and neuroscience, 35(5), 573-582. Link
- Hale, J. T., Campanelli, L., Li, J., Bhattasali, S., Pallier, C., & Brennan, J. R. (2022). Neurocomputational models of language processing. Annual Review of Linguistics, 8, 427-446. Link
- Podcasts
- Talks:
- Books:
- Course videos: