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# Bayesian inference | ||
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In this talk, [Dr Dimitrios Pinotsis](https://www.city.ac.uk/about/people/academics/dimitrios-pinotsis) introduces the concepts underpinning Bayesian analysis. | ||
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<iframe width="560" height="315" src="https://www.youtube.com/embed/mkkAKoIIHTY?si=Pu_mcFE6w0WwoyDl" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe> | ||
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# Bayesian model selection and averaging | ||
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In this talk, [Dr Peter Zeidman](https://peterzeidman.co.uk) describes Bayesian mdoel selection and averaging. | ||
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<iframe width="560" height="315" src="https://www.youtube.com/embed/O3mAnlD4ibU?si=4_S-c3n-mbXK5E3Q" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe> | ||
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# DAiSS: An SPM toolbox for alternate source imaging approaches (talk & demo) | ||
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In this talk, [Dr George O'Neill](https://profiles.ucl.ac.uk/74645-george-o%27neill) introduces and demostrates DAiSS, a toolbox for alternate source reconstruction approaches. | ||
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<iframe width="560" height="315" src="https://www.youtube.com/embed/3S_VQbewl9w?si=k0oMjDoAcRMR3dqf" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe> | ||
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docs/courses/eeg_meg/recordings/dcm_cross_spectral_desities.md
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# DCM for cross-spectral densities (talk & DCM demo) | ||
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In this talk, [Dr Johan Medrano](https://profiles.ucl.ac.uk/91185-johan-medrano) introduces DCM for cross-spectral densities. | ||
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<iframe width="560" height="315" src="https://www.youtube.com/embed/ZbeZmxERRho?si=rxKc0MKKASBc8VZB" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe> | ||
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The DCM series finishes with a practical demostration of DCM analysis of EEG data delivered by [Julia Rodriguez Sanchez](https://profiles.ucl.ac.uk/79115-julia-rodriguez-sanchez/about). | ||
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<iframe width="560" height="315" src="https://www.youtube.com/embed/oocLux1lBMI?si=-l90Z0CvFur_4eUk" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe> | ||
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# DCM for evoked responses | ||
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In this talk, [Dr Daniel Hauke](https://profiles.ucl.ac.uk/92790-daniel-hauke) describes the application of DCM for evoked responses paradigms. | ||
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<iframe width="560" height="315" src="https://www.youtube.com/embed/c3lrMfEHTSs?si=95J9r8dI9qUFLF9_" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe> | ||
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# The principles of dynamic causal modelling (DCM) | ||
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In this talk, [Dr Amirhossein Jafarian](https://ftd.neurology.cam.ac.uk/directory/A_Jafarian) introduces dynamic causal modelling (DCM). | ||
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<iframe width="560" height="315" src="https://www.youtube.com/embed/tD9peFEq1KQ?si=Bl4srE06bW1oq8Xa" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe> | ||
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# General linear model (GLM) and classical inference | ||
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In this talk, [Dr Zita Patai](https://spierslab.com/zita-patai/) describes how to model EEG and MEG data using the general linear model (GLM) framework and how to make inferences from your data. | ||
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<iframe width="560" height="315" src="https://www.youtube.com/embed/ZmTQTk0n4sY?si=Nkr-v7f4DHjVQqGS" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe> | ||
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# Convolutional GLM | ||
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In this talk, [Dr Ashwani Jha](https://profiles.ucl.ac.uk/4064-ashwani-jha) describes advanced applications of the GLM. | ||
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<iframe width="560" height="315" src="https://www.youtube.com/embed/8CugqEilaa0?si=QlLhAQh4t7URh-PR" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe> | ||
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# Group M/EEG data analysis | ||
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In this talk, [Dr Jason Taylor](https://research.manchester.ac.uk/en/persons/jason.taylor) describes how to collate individual participant EEG and MEG data to perform group-level analysis. | ||
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<iframe width="560" height="315" src="https://www.youtube.com/embed/PfRLlUTrCWA?si=abLjfy1uAH4K6W86" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe> | ||
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# M/EEG course lecture recordings | ||
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Our SPM courses include both lectures and interactive workshops. We make videos of the lectures freely available. | ||
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## Recent recordings and slides | ||
- [Introduction & resources](./introduction.md) | ||
- [What are we measuring with M/EEG?](./what_measured.md) | ||
- [Data preprocessing (talk & demo)](./preprocessing.md) | ||
- [General linear model (GLM) and classical inference](./glm_classical_inference.md) | ||
- [Convolutional GLM](./glm_convolutional.md) | ||
- [Multiple comparisons - problems & solutions](./multiple_comparisons.md) | ||
- [Analysis of optically pumped magnetometer (OPM) data (talk & demo)](./opm_analysis.md) | ||
- [Bayesian inference](./bayesian_inference.md) | ||
- [M/EEG source analysis (talk & demo)](./source_analysis.md) | ||
- [The principles of dynamic causal modelling (DCM)](./dcm_principles.md) | ||
- [DCM for evoked responses](./dcm_evoked_responses.md) | ||
- [DCM for cross-spectral densities (talk & DCM demo)](./dcm_cross_spectral_desities.md) | ||
- [Bayesian model selection and averaging](./bayesian_model_selection.md) | ||
- [DAiSS: An SPM toolbox for alternate source imaging approaches (talk & demo)](./daiss.md) | ||
- [Group M/EEG data analysis](./group_analysis.md) | ||
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## Older recordings | ||
Recordings from earlier SPM courses are available [here](https://www.fil.ion.ucl.ac.uk/spm/course/video/). These are hosted on UCL's website, and therefore may be helpful if you do not have access to Youtube. |
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# Introduction & resources | ||
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In this talk, [Prof Vladimir Litvak](https://profiles.ucl.ac.uk/10801-vladimir-litvak) introduces the concepts underpinning EEG & MEG analysis in SPM. | ||
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<iframe width="560" height="315" src="https://www.youtube.com/embed/jDGTJrX8W1Y?si=iKQl5DMMFDxXbpR9" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe> | ||
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# Multiple comparisons - problems & solutions | ||
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In this talk, [Dr Tim Tierney](https://profiles.ucl.ac.uk/41354-tim-tierney) outlines the problem of multiple comparisons in imaging statistics and the potential solutions that can be used to account for it. | ||
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<iframe width="560" height="315" src="https://www.youtube.com/embed/ZtRKxI-RR9k?si=Uf8w0Acq23Ji3XrN" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe> | ||
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# Analysis of optically pumped magnetometer (OPM) data (talk & demo) | ||
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In this talk, [Dr Stephanie Mellor](https://profiles.ucl.ac.uk/63631-stephanie-mellor) describes the approaches used in the analysis of optically pumped magnetometer (OPM) data. | ||
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<iframe width="560" height="315" src="https://www.youtube.com/embed/clnwtTC0ZBA?si=7Y3KIjLYh7qTtvLA" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe> | ||
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In the related companion video, [Dr Robert Seymour](https://profiles.ucl.ac.uk/74338-robert-seymour) provides a practical demonstration of OPM analysis. | ||
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<iframe width="560" height="315" src="https://www.youtube.com/embed/kWK7z-SYa6Y?si=MUW2Jdz8mA2nfPSL" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe> | ||
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# Data preprocessing (talk & demo) | ||
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In this talk, [Dr Nicholas Alexander](https://profiles.ucl.ac.uk/74968-nicholas-alexander) outlines the steps involved in preprocessing EEG & MEG data. | ||
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<iframe width="560" height="315" src="https://www.youtube.com/embed/eFNBAHJNRVk?si=M1PvMGdSqbpFB3bV" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe> | ||
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In the companion video below, [Andrew Levy](https://profiles.ucl.ac.uk/55429-andrew-levy) provides a practical demonstration of EEG and MEG preprocessing in SPM. | ||
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<iframe width="560" height="315" src="https://www.youtube.com/embed/zlYtJF4pzo4?si=IDDJQnykyW_mBgti" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe> | ||
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# M/EEG source analysis (talk & demo) | ||
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In this talk, [Dr Mansoureh Fahimi](https://profiles.ucl.ac.uk/87018-mansoureh-fahimi-hnazaee) describes source analysis for EEG and MEG. | ||
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<iframe width="560" height="315" src="https://www.youtube.com/embed/R1elEBRbwE0?si=IwQbM07cLwkIj-YV" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe> | ||
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In the companion video, [Dr Meaghan Spedden](https://scholar.google.com/citations?user=5B41AG0AAAAJ&hl=da) shows a practical demostration of source reconstruction. | ||
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<iframe width="560" height="315" src="https://www.youtube.com/embed/ssmmhfHmWA8?si=rYnlj7-PglpG9Ukv" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe> | ||
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# What are we measuring with M/EEG? | ||
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In this talk, [Dr Catharina Zich](https://www.mrcbndu.ox.ac.uk/people/dr-catharina-zich) describes the nature of signals measured with EEG and MEG. | ||
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<iframe width="560" height="315" src="https://www.youtube.com/embed/FhjTkeDhZ58?si=kcfb6KtIg6qMnAHO" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe> | ||
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