Bayesian Multilevel Models in R, 2018-2019

Kurt Lewin Instituut
Heidelberglaan 1
Room Number H1.42
3584 CS UTRECHT
The Netherlands
T: +31 (0)30 - 253 3027

Bayesian Multilevel Models in R, 2018-2019

Teaching staff
Dr. Paul Bruckner (University of Munster), Dr. Joshua Tybur (Vrije Universiteit Amsterdam).

Type of course
Methodological and Practical Courses

Date
February 28 and March 1, 2019

Location
Vrije Universiteit Amsterdam, room to be announced


Duration
2 days

Language
English

ECTS
1.0

Max. participants

25

Content
This workshop offers an application-focused introduction to multilevel modeling in R using Bayesian methods in particular the brms-package. In the first part, we will introduce multilevel models in general as well as basics of Bayesian statistics. Further, differences between frequentist and Bayesian methods will be discussed. In the second part, we turn to more advanced topics. These include among others modeling of non-normally distributed variables, for instance of ordinal data or response times, as well as modeling of complex non-linear relationships each introduced together with practical applications. Participants may bring along their own data and analyze them under supervision of the teaching staff.

Prior knowledge

Basic knowledge of R is required: use of functions, reading in raw data, working with objects and computing of descriptive statistics. Understanding of multiple regression is required.
Prior knowledge of multilevel modeling is an advantage, but not necessary.
Prior knowledge of Bayesian statistics is not expected.

Literature

Bruckner, P.-C. (2017). brms: An R Package for Bayesian Multilevel Models using Stan. Journal of Statistical Software, 80(1), 1-28. doi:10.18637/jss.v080.i01







« back

News

KLI conference 2018: program
Read...

KLI conference 2018 for members
Read...

News archive...

Planned defences

All planned defences...

Recent PhD titles

November 2, 2018
Dalya Samur
Vrije Universiteit Amsterdam
More...

September 7, 2018
Caroline Schlinkert
Vrije Universiteit Amsterdam
More...

All PhD titles...