Short Course:
Introduction to Bayesian statistics using BUGS from the MRC Biostatistics Unit, University of Cambridge
Dates
Wednesday 23rd October - Thursday 24th October 2019
Venue
Seminar rooms, Cambridge Institute of Public Health, Forvie Site, Robinson Way, Cambridge CB2 0SR (adjacent to Addenbrooke's Hospital)
Description
This course is intended to provide an introduction to Bayesian analysis and MCMC methods, and a fairly detailed tutorial on the use of OpenBUGS<http://www.openbugs.net/w/FrontPage>/WinBUGS<https://www.mrc-bsu.cam.ac.uk/software/bugs/the-bugs-project-winbugs/>/JAGS<http://mcmc-jags.sourceforge.net/>.
* Day 1 - Introduction to the use of Monte Carlo methods, Bayesian methods, Markov chain Monte Carlo (MCMC), regression models, and implementation in OpenBUGS/WinBUGS or JAGS/OpenBUGS/WinBUGS via R<https://www.r-project.org/>.
* Day 2 - Generalised linear models, predictions, missing data, model criticism, model comparison and assessing sensitivity to prior distributions, introduction to hierarchical models.
Course Tutors
Dr Robert Goudie<https://www.mrc-bsu.cam.ac.uk/people/in-alphabetical-order/a-to-g/robert-goudie/> - MRC Biostatistics Unit
Dr Anne Presanis<https://www.mrc-bsu.cam.ac.uk/people/in-alphabetical-order/n-to-s/anne-presanis/> - MRC Biostatistics Unit
Dr Chris Jackson<https://www.mrc-bsu.cam.ac.uk/people/in-alphabetical-order/h-to-m/christopher-jackson/> - MRC Biostatistics Unit
Intended Audience
The target audience of the course is statisticians and applied researchers in any subject area. No experience of Bayesian methods or specialist software will be assumed but do we assume familiarity with key statistical concepts, specifically:
* Basic probability concepts: discrete and continuous random variables; probability density functions; expectation; variance; familiarity with standard probability distributions (e.g. normal, binomial, uniform).
* A good understanding of classical (ie non-Bayesian) statistical modelling: likelihood (as in maximium likelihood estimation) and sampling distributions; linear regression; generalised linear models including logistic regression; assessment of model fit using residuals.
Please see: https://www.mrc-bsu.cam.ac.uk/training/short-courses/bayescourse/
Registration now open - for registration see: https://onlinesales.admin.cam.ac.uk/conferences-and-events/mrc-biostatistics-unit/mrc-biostatistics-unit-short-courses/introduction-to-bayesian-statistics-using-bugs-23-24-october-2019
For further information about the BSU Short Courses please contact Sharon Dippenaar (BSU Course Administrator)
Telephone: +44 (0) 1223 330366
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