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| These tutorial pages suppose you are comfortable with the basic concepts of MEG/EEG analysis and source imaging. If you're not, we encourage you to read some [[http://neuroimage.usc.edu/brainstorm/Tutorials#Background_readings|background literature]].<<BR>>To get a quick overview of the software interface, you can watch this [[Screenshots|introduction video]].<<BR>><<HTML(<FONT color="#C0C0C0" >)>>If you are looking for the old tutorials, they are still available [[TutorialsOld|here]]. <<HTML(</FONT>)>> | These tutorial pages suppose you are comfortable with the basic concepts of MEG/EEG analysis and source imaging. If you're not, we encourage you to read some [[http://neuroimage.usc.edu/brainstorm/Tutorials#Background_readings|background literature]].<<BR>>To get a quick overview of the software interface, you can watch this [[Screenshots|introduction video]]. |
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| The easiest way to get started with Brainstorm is to read and follow carefully these introduction tutorials. The number between brackets represents the number of printed pages for each tutorial. All in [[Tutorials/AllIntroduction|one page]]. <<BR>>Some sections are still being edited or under review: [[Tutorials/Review|Editing process]]. | The easiest way to get started with Brainstorm is to read and follow carefully these introduction tutorials. They can be separately consulted (links below), or all in [[Tutorials/AllIntroduction|one page]]. |
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| <<HTML( )>>1. [[Tutorials/CreateProtocol|Create a new protocol]] <<HTML(<FONT color="#DDDDDD">)>>[9] <<HTML(</FONT>)>> <<HTML( )>>2. [[Tutorials/ImportAnatomy|Import the subject anatomy]] <<HTML(<FONT color="#DDDDDD">)>>[8] <<HTML(</FONT>)>> <<HTML( )>>3. [[Tutorials/ExploreAnatomy|Explore the anatomy]] <<HTML(<FONT color="#DDDDDD">)>>[13] <<HTML(</FONT>)>> |
<<HTML( )>>1. [[Tutorials/CreateProtocol|Create a new protocol]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>2. [[Tutorials/ImportAnatomy|Import the subject anatomy]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>3. [[Tutorials/ExploreAnatomy|Explore the anatomy]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> |
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| <<HTML( )>>4. [[Tutorials/ChannelFile|Channel file / MRI registration]] <<HTML(<FONT color="#DDDDDD">)>>[11] <<HTML(</FONT>)>> <<HTML( )>>5. [[Tutorials/ReviewRaw|Continuous recordings]] <<HTML(<FONT color="#DDDDDD">)>>[9] <<HTML(</FONT>)>> <<HTML( )>>6. [[Tutorials/MultipleWindows|Multiple windows]] <<HTML(<FONT color="#DDDDDD">)>>[5] <<HTML(</FONT>)>> <<HTML( )>>7. [[Tutorials/EventMarkers|Event markers]] <<HTML(<FONT color="#DDDDDD">)>>[10] <<HTML(</FONT>)>> |
<<HTML( )>>4. [[Tutorials/ChannelFile|Channel file / MRI registration]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>5. [[Tutorials/ReviewRaw|Continuous recordings]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>6. [[Tutorials/MultipleWindows|Multiple windows]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>7. [[Tutorials/EventMarkers|Event markers]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> |
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| <<HTML( )>>8. [[Tutorials/StimDelays|Stimulation delays]] <<HTML(<FONT color="#DDDDDD">)>>[9] <<HTML(</FONT>)>> <<HTML( )>>9. [[Tutorials/PipelineEditor|Select files / Run processes]] <<HTML(<FONT color="#DDDDDD">)>>[11] <<HTML(</FONT>)>> <<HTML( )>>10. [[Tutorials/ArtifactsFilter|Power spectrum / Frequency filters]] <<HTML(<FONT color="#DDDDDD">)>>[15] <<HTML(</FONT>)>> <<HTML( )>>11. [[Tutorials/BadChannels|Bad channels]] <<HTML(<FONT color="#DDDDDD">)>>[6] <<HTML(</FONT>)>> <<HTML( )>>12. [[Tutorials/ArtifactsDetect|Artifact detection]] <<HTML(<FONT color="#DDDDDD">)>>[8] <<HTML(</FONT>)>> <<HTML( )>>13. [[Tutorials/ArtifactsSsp|Artifact cleaning with SSP]] <<HTML(<FONT color="#DDDDDD">)>>[16] <<HTML(</FONT>)>> <<HTML( )>>14. [[Tutorials/BadSegments|Additional bad segments]] <<HTML(<FONT color="#DDDDDD">)>>[7] <<HTML(</FONT>)>> |
<<HTML( )>>8. [[Tutorials/StimDelays|Stimulation delays]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>9. [[Tutorials/PipelineEditor|Select files / Run processes]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>10. [[Tutorials/ArtifactsFilter|Power spectrum / Frequency filters]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>11. [[Tutorials/BadChannels|Bad channels]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>12. [[Tutorials/ArtifactsDetect|Artifact detection]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>13. [[Tutorials/ArtifactsSsp|Artifact cleaning with SSP]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>14. [[Tutorials/BadSegments|Additional bad segments]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> |
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| <<HTML( )>>15. [[Tutorials/Epoching|Import epochs]] <<HTML(<FONT color="#DDDDDD">)>>[9] <<HTML(</FONT>)>> <<HTML( )>>16. [[Tutorials/Averaging|Average response]] <<HTML(<FONT color="#DDDDDD">)>>[7] <<HTML(</FONT>)>> <<HTML( )>>17. [[Tutorials/ExploreRecordings|Visual exploration]] <<HTML(<FONT color="#DDDDDD">)>>[10] <<HTML(</FONT>)>> <<HTML( )>>18. [[Tutorials/Colormaps|Colormaps]] <<HTML(<FONT color="#DDDDDD">)>>[5] <<HTML(</FONT>)>> <<HTML( )>>19. [[Tutorials/ChannelClusters|Clusters of sensors]] <<HTML(<FONT color="#DDDDDD">)>>[4] <<HTML(</FONT>)>> |
<<HTML( )>>15. [[Tutorials/Epoching|Import epochs]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>16. [[Tutorials/Averaging|Average response]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>17. [[Tutorials/ExploreRecordings|Visual exploration]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>18. [[Tutorials/Colormaps|Colormaps]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>19. [[Tutorials/ChannelClusters|Clusters of sensors]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> |
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| <<HTML( )>>20. [[Tutorials/HeadModel|Head model]] <<HTML(<FONT color="#DDDDDD">)>>[9] <<HTML(</FONT>)>> <<HTML( )>>21. [[Tutorials/NoiseCovariance|Noise/data covariance]] <<HTML(<FONT color="#DDDDDD">)>>[7] <<HTML(</FONT>)>> <<HTML( )>>22. [[Tutorials/SourceEstimation|Source estimation]] <<HTML(<FONT color="#DDDDDD">)>>[28] <<HTML(</FONT>)>> <<HTML( )>>23. [[Tutorials/Scouts|Scouts]] <<HTML(<FONT color="#DDDDDD">)>>[17] <<HTML(</FONT>)>> '''Advanced processing''' <<HTML( )>>24. [[Tutorials/TimeFrequency|Time-frequency]] <<HTML(<FONT color="#DDDDDD">)>>[33] <<HTML(</FONT>)>> <<HTML( )>>25. [[Tutorials/Difference|Difference]] <<HTML(<FONT color="#DDDDDD">)>>[13] <<HTML(</FONT>)>> <<HTML( )>>26. [[Tutorials/Statistics|Statistics]] <<HTML(<FONT color="#DDDDDD">)>>[30] <<HTML(</FONT>)>> <<HTML( )>>27. [[Tutorials/Workflows|Workflows]] <<HTML(<FONT color="#DDDDDD">)>>[10] <<HTML(</FONT>)>> <<HTML( )>>28. [[Tutorials/Scripting|Scripting]] <<HTML(<FONT color="#DDDDDD">)>>[31] <<HTML(</FONT>)>> |
<<HTML( )>>20. [[Tutorials/HeadModel|Head model]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>21. [[Tutorials/NoiseCovariance|Noise/data covariance]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>22. [[Tutorials/SourceEstimation|Source estimation]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>23. [[Tutorials/Scouts|Scouts]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> '''Advanced processes''' <<HTML( )>>24. [[Tutorials/TimeFrequency|Time-frequency]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>25. [[Tutorials/Difference|Difference]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>26. [[Tutorials/Statistics|Statistics]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>27. [[Tutorials/Workflows|Workflows]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>28. [[Tutorials/Scripting|Scripting]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> |
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| * [[Tutorials/VisualSingle|MEG visual: single subject (Elekta)]] * [[Tutorials/VisualGroup|MEG visual: group study (Elekta)]] |
* [[Tutorials/Epileptogenicity|SEEG epileptogenicity maps]] * [[https://neuroimage.usc.edu/brainstorm/Tutorials/ECoG|ECoG+sEEG epilepsy (BIDS)]] * [[Tutorials/VisualSingle|MEG visual: single subject (Elekta/BIDS)]] * [[Tutorials/VisualGroup|MEG visual: group study (Elekta/BIDS)]] |
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<<HTML(</TD><TD>)>> * [[Tutorials/RestingOmega|MEG resting state & OMEGA database (CTF)]] * [[https://neuroimage.usc.edu/brainstorm/Tutorials/CorticomuscularCoherence|MEG corticomuscular coherence (CTF)]] * [[Tutorials/HCP-MEG|MEG Human Connectome Project (4D)]] * [[Tutorials/TutMindNeuromag|MEG median nerve (Elekta)]] * [[Tutorials/Yokogawa|MEG median nerve (Yokogawa)]] * [[Tutorials/MedianNerveCtf|MEG median nerve (CTF)]] |
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| <<HTML(</TD><TD>)>> * [[Tutorials/TutMindNeuromag|MEG median nerve (Elekta)]] [TODO] * [[Tutorials/Yokogawa|MEG median nerve (Yokogawa)]] [TODO] * [[Tutorials/MedianNerveCtf|MEG median nerve (CTF)]] [TODO] * [[Tutorials/Auditory|MEG auditory (CTF)]] [TODO] * [[Tutorials/Resting|MEG resting state / PAC (CTF)]] [TODO] |
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| '''Anatomy and registration''' * [[CoordinateSystems|Brainstorm coordinate systems]] * MRI segmentation: [[https://neuroimage.usc.edu/brainstorm/Tutorials/SegCAT12|CAT12]], [[Tutorials/LabelFreeSurfer|FreeSurfer]], <<BR>>[[Tutorials/SegBrainSuite|BrainSuite]], [[Tutorials/SegBrainVisa|BrainVISA]], [[Tutorials/SegFastSurfer|FastSurfer]], [[Tutorials/SegCIVET|CIVET]] * [[Tutorials/DefaultAnatomy|Using the anatomy templates]] * [[Tutorials/TutWarping|Warping the anatomy templates]] * [[Tutorials/CoregisterSubjects|Group analysis: Subjects coregistration]] * [[Tutorials/TutDigitize|Digitize EEG electrodes and head shape]] * [[Tutorials/TutRealtime|Real-time head positioning (CTF MEG)]] * [[Tutorials/HeadMotion|Head motion detection (MEG)]] |
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| * [[Tutorials/MontageEditor|Montage editor]] [TODO] * [[Tutorials/SSPCookbook|Cleaning artifacts using SSP: examples]] |
* [[Tutorials/MontageEditor|Montage editor]] * [[https://neuroimage.usc.edu/brainstorm/Tutorials/Epilepsy#Artifact_cleaning_with_ICA|ICA analysis]] * [[Tutorials/SSPCookbook|SSP cookbook]] |
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| * [[http://neuroimage.usc.edu/brainstorm/Tutorials/TutRealtime|Real-time head-tracking]] | |
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| <<HTML(</TD><TD>)>> '''Advanced processing''' * [[Tutorials/Connectivity|Functional connectivity]] [TODO] * [[Tutorials/TutPac|Phase-amplitude coupling]] |
'''Scripting''' * [[Tutorials/TutUserProcess|How to write your own process]] |
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| * [[Tutorials/Decoding|Decoding conditions (MVPA)]] * [[Tutorials/MicrostatesCena|Microstate segmentation with CENA]] * [[Tutorials/TutUserProcess|How to write your own process]] <<HTML(</TD></TR><TR><TD>)>> '''Anatomy and registration''' * [[CoordinateSystems|Brainstorm coordinate systems]] * [[Tutorials/LabelFreeSurfer|FreeSurfer]], [[Tutorials/SegBrainSuite|BrainSuite]], [[Tutorials/SegBrainVisa|BrainVISA]], [[Tutorials/SegCIVET|CIVET]] * [[Tutorials/DefaultAnatomy|Using the anatomy templates]] * [[Tutorials/TutWarping|Warping default anatomy]] * [[Tutorials/CoregisterSubjects|Group analysis: Subjects coregistration]] * [[Tutorials/TutDigitize|Digitize EEG electrodes and head shape]] * [[Tutorials/TutRealtime|Real-time head positioning in the CTF MEG]] <<HTML(</TD><TD>)>> '''Source modeling''' * [[Tutorials/TutBem|BEM with OpenMEEG]] * [[Tutorials/TutVolSource|Volume source estimation]] * [[http://neuroimage.usc.edu/brainstorm/Tutorials/DeepAtlas|Deep cerebral structures]] [TODO] * [[Tutorials/TutDipScan|Dipoles: Scanning and importing]] [TODO] * [[Tutorials/DipoleFitting|Dipoles: FieldTrip dipole fitting]] * [[Tutorials/Beamformers|Beamforming methods]] [TODO] * [[Tutorials/TutBEst|Maximum entropy on the mean (MEM)]] <<HTML(</TD></TR><TR><TD colspan=2>)>> '''Other useful how-to's''' |
* [[ExportBids|Export raw data to BIDS format]] '''Software''' * [[Tutorials/Plugins|Plugins]] * [[MnePython|MNE-Python]] |
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'''Tutorials from other authors''' * Video tutorial: [[http://www.jove.com/video/50212/how-to-detect-amygdala-activity-with-magnetoencephalography-using?status=a52218k|How to detect amygdala activity with MEG using source imaging]] * [[http://meg.aalip.jp/matlab/index.html|A tutorial in Japanese]] (click on the menu "Brainstorm") |
* [[Tutorials/Plotly|Export figures to Plotly]] <<HTML(</TD><TD>)>> '''Source modeling''' * [[Tutorials/TutVolSource|Volume source estimation]] * [[http://neuroimage.usc.edu/brainstorm/Tutorials/DeepAtlas|Deep cerebral structures]] * [[Tutorials/TutBem|Realistic head model: BEM with OpenMEEG]] * [[Tutorials/TutDipScan|Dipoles: Scanning and displaying]] * [[Tutorials/DipoleFitting|Dipoles: FieldTrip dipole fitting]] * [[Tutorials/TutBEst|Maximum entropy on the mean (MEM)]] * [[Tutorials/Beamformers|Other beamforming methods]] * [[Tutorials/Simulations|Simulations]] '''Finite Element Modeling''' * [[Tutorials/Duneuro|Realistic head model: FEM with DUNEuro]] * [[Tutorials/FemMesh|FEM mesh generation]] * [[Tutorials/FemTensors|FEM tensors estimation]] * [[Tutorials/FemMedianNerve|FEM median nerve example]] '''Signal processing''' * [[Tutorials/Decoding|Machine learning: Decoding / MVPA]] * [[Tutorials/TutPac|Phase-amplitude coupling: Method]] * [[Tutorials/Resting|Phase-amplitude coupling: Example]] * [[Tutorials/PLS|Partial Least Squares (PLS)]] * [[Tutorials/EZFingerprint|Epileptogenic Zone Fingerprint]] * [[https://neuroimage.usc.edu/brainstorm/Tutorials/Fooof|FOOOF: Fitting Oscillations & One-Over-F]] * [[https://neuroimage.usc.edu/brainstorm/Tutorials/SPRiNT|SPRiNT: Spectral Param. Resolved in Time]] '''Connectivity''' * [[Tutorials/Connectivity|Functional connectivity]] * [[https://neuroimage.usc.edu/brainstorm/Tutorials/CorticomuscularCoherence|Corticomuscular coherence]] * [[https://neuroimage.usc.edu/brainstorm/Tutorials/ConnectivityGraph|Connectivity graphs]] * [[Tutorials/FiberConnectivity|Virtual fibers for connectivity]] * [[https://neuroimage.usc.edu/brainstorm/GrangerCausality|Granger causality]] <<HTML(</TD></TR></TABLE>)>> == Electrophysiology == Learn how to use Brainstorm for analyzing single/multi-unit electrophysiological data in a variety of preparations: <<HTML(<TABLE class="tuto-table"><TR><TD width=350>)>> * [[https://neuroimage.usc.edu/brainstorm/e-phys/Introduction|Importing raw e-phys data]] * [[https://neuroimage.usc.edu/brainstorm/e-phys/SpikeSorting|Spike-sorting]] * [[https://neuroimage.usc.edu/brainstorm/e-phys/ConvertToBrainstormEvents|Using external spike-sorters]] * [[https://neuroimage.usc.edu/brainstorm/e-phys/RawToLFP|Converting raw data to LFP]] <<HTML(</TD><TD>)>> * [[https://neuroimage.usc.edu/brainstorm/e-phys/functions|Tuning curves]] * [[https://neuroimage.usc.edu/brainstorm/e-phys/functions#Noise_correlation|Noise correlation]] * [[https://neuroimage.usc.edu/brainstorm/e-phys/functions#Spike_field_coherence|Spike field coherence]] * [[https://neuroimage.usc.edu/brainstorm/e-phys/functions#Raster_plots|Raster plots]] * [[https://neuroimage.usc.edu/brainstorm/e-phys/functions#Spike_triggered_average|Spike triggered average]] |
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| These tutorial pages suppose you are comfortable with the basic concepts of MEG and EEG source imaging. If you're not, we engage you to read some background information, which will quickly help you getting up to speed with this field: * [[http://www.canada-meg-consortium.org/EN/MegIntro|Canada MEG consortium: Basics of MEG]]<<BR>>A non-technical overview of MEG and EEG, with an emphasis on source modeling. |
These tutorial pages suppose you are comfortable with the basic concepts of MEG and EEG source imaging. If you're not, we encourage you to read some background information, which will quickly help you getting up to speed with this field: * [[http://rdcu.be/pydB|MEG for Human Electrophysiology and Imaging]] (Baillet S, Nature Neuroscience, 2017) * [[https://doi.org/10.1016/j.neuroimage.2021.118788|Connectomics of Human Electrophysiology]] (Sadaghiani S, Brookes M, Baillet S, Neuroimage, 2022) * [[https://www.mcw.edu/Magnetoencephalography-Program-MEG/About-MEG.htm|Introduction to MEG (Medical College of Wisconsin)]] <<BR>>A non-technical overview of MEG and EEG, with an emphasis on source modeling. |
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| * Slides from a selection of educational courses: [[http://megcommunity.org/index.php?option=com_content&view=article&id=27&Itemid=13|megcommunity.org]] | * [[https://mitpress.mit.edu/books/matlab-brain-and-cognitive-scientists|MATLAB for Brain and Cognitive Scientists]], Mike X Cohen, MIT press, 2017 * Slides from a selection of educational courses: [[http://megcommunity.org/education/teaching-slides|megcommunity.org]] |
Tutorials
These tutorial pages suppose you are comfortable with the basic concepts of MEG/EEG analysis and source imaging. If you're not, we encourage you to read some background literature.
To get a quick overview of the software interface, you can watch this introduction video.
Get started
The easiest way to get started with Brainstorm is to read and follow carefully these introduction tutorials. They can be separately consulted (links below), or all in one page.
| Starting a new study Reviewing 4. Channel file / MRI registration Pre-processing 9. Select files / Run processes 10. Power spectrum / Frequency filters 11. Bad channels | Epoching and averaging 15. Import epochs 16. Average response 18. Colormaps Source modeling 20. Head model 23. Scouts Advanced processes 24. Time-frequency 25. Difference 26. Statistics 27. Workflows 28. Scripting |
Other analysis scenarios
Advanced tutorials
| Anatomy and registration
Recordings Scripting Software | Source modeling Finite Element Modeling Signal processing Connectivity |
Electrophysiology
Learn how to use Brainstorm for analyzing single/multi-unit electrophysiological data in a variety of preparations:
Background readings
These tutorial pages suppose you are comfortable with the basic concepts of MEG and EEG source imaging. If you're not, we encourage you to read some background information, which will quickly help you getting up to speed with this field:
MEG for Human Electrophysiology and Imaging (Baillet S, Nature Neuroscience, 2017)
Connectomics of Human Electrophysiology (Sadaghiani S, Brookes M, Baillet S, Neuroimage, 2022)
Introduction to MEG (Medical College of Wisconsin)
A non-technical overview of MEG and EEG, with an emphasis on source modeling.MEG: An Introduction to Methods
Editors: P Hansen, M Kringelbach, R Salmelin, Oxford University Press, 2010, 448 pages.The Oxford Handbook of Social Neuroscience
Editors: J Decety, JT Cacioppo, Oxford University Press, 2011, 1128 pages
A draft version of the MEG chapter by Sylvain Baillet can be found here.Good practice for conducting and reporting MEG research, Gross et al, Neuroimage, 2013.
MATLAB for Brain and Cognitive Scientists, Mike X Cohen, MIT press, 2017
Slides from a selection of educational courses: megcommunity.org
We can also come and organize a training session at your institution, or visit us at the MNI.
Now you are well equipped to go through the software tutorial, Enjoy!