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Model assessment, selection and averaging

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Multi angle
Authors : Vehtari, Aki (Author of the conference)
CIRM (Publisher )

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Abstract : The tutorial covers cross-validation, and projection predictive approaches for model assessment, selection and inference after model selection and Bayesian stacking for model averaging. The talk is accompanied with R notebooks using rstanarm, bayesplot, loo, and projpred packages.

Keywords : Bayesian computation; stacking; predictive distribution; model assessment; model selection; leave-one-out cross-validation (LOO)

MSC Codes :
62C10 - Bayesian problems; characterization of Bayes procedures
62F15 - Bayesian inference
62M20 - Prediction; filtering (statistics)
65C60 - Computational problems in statistics

    Information on the Video

    Film maker : Hennenfent, Guillaume
    Language : English
    Available date : 31/10/2018
    Conference Date : 26/10/2018
    Subseries : Research School
    arXiv category : Methodology
    Mathematical Area(s) : Probability & Statistics
    Format : MP4 (.mp4) - HD
    Video Time : 02:05:23
    Targeted Audience : Researchers ; Graduate Students
    Download : https://videos.cirm-math.fr/2018-10-26_Vehtari.mp4

Information on the Event

Event Title : Jean-Morlet chair: Masterclass in Bayesian statistics / Chaire Jean-Morlet : École de statistique bayésienne
Event Organizers : Chopin, Nicolas ; Mengersen, Kerrie ; Pommeret, Denys ; Pudlo, Pierre ; Robert, Christian P. ; Ryder, Robin
Dates : 22/10/2018 - 26/10/2018
Event Year : 2018
Event URL : https://www.chairejeanmorlet.com/1854.html

Citation Data

DOI : 10.24350/CIRM.V.19468803
Cite this video as: Vehtari, Aki (2018). Model assessment, selection and averaging. CIRM. Audiovisual resource. doi:10.24350/CIRM.V.19468803
URI : http://dx.doi.org/10.24350/CIRM.V.19468803

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