Welcome to The Third Summer School on Statistical Methods for Linguistics and Psychology, 2019, 9-13 September
The application for the summer school is closed. Decisions have been announced on April 10, 2019.
Summer School Location
The summer school will be held at the Griebnitzsee campus of the University of Potsdam; this is about 15-20 minutes away from Berlin zoo station by train. Lectures will be held in Haus 6. Invited lectures will be held in Hoersaal H02. Campus map: download from here. Please use bvg.de for planning your travel (by train or bus).
The fee of 30 Euros will also be used to provide coffee & snacks.
The following are confirmed speakers:
- Julia Haaf, on modeling individual differences - Douglas Bates, title to be announced - Reinhold Kliegl, title to be announced - Paul Buerkner, ordinal regression
Introductory frequentist statistics (maximum 30 participants)
Topics to be covered:
- Very basic R usage, basic probability theory, random variables (RVs), including jointly distributed RVs, probability distributions, including bivariate distributions - Maximum Likelihood Estimation - sampling distribution of mean - Null hypothesis significance testing, t-tests, confidence intervals - type I error, type II error, power, type M and type S errors - An introduction to (generalized) linear models - An introduction to linear mixed models
Introductory Bayesian statistics (maximum 30 participants)
Topics to be covered: course materials can be viewed here, under construction
- Basic probability theory, random variable (RV) theory, including jointly distributed RVs - probability distributions, including bivariate distributions - Using Bayes' rule for statistical inference - Introduction to Markov Chain Monte Carlo - Introduction to (generalized) linear models - Introduction to hierarchical models - Bayesian workflow
Advanced frequentist methods (maximum 30 participants)
Topics to be covered:
- Review of linear modeling theory - Introduction to linear mixed models - Model selection - Contrast coding and visualizing partial fixed effects - Shrinkage and partial pooling - Visualization - [If there is demand] Some new developments in linear mixed modeling in Julia
Advanced Bayesian methods (maximum 30 participants)
Topics will be some selection of the following topics:
- Review of basic theory - Introduction to hierarchical modeling - Multinomial processing trees - Measurement error models - Modeling censored data - Meta-analysis - Finite mixture models - Model selection and hypothesis testing (Bayes factor and k-fold cross-validation)
Special conference rates:
Novum Hotel Aldea, Berlin: Sept. 8.-13.; single room: 109 Euro/night; double room: 124 Euro/night; booking/cancellation possible only until July 15. See form sent via email.
Kongresshotel Potsdam: Sept. 8.-13.; single room: 109 Eur/night; booking/cancellation possible only until July 28. See keyword sent via email.
Some alternative possibilities: