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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 model 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 demonstrates 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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# 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 demonstration 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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