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Kies de Nederlandse taal
Course module: 202200007
202200007
Bayesian Psychometrics
Course info
Course module202200007
Credits (ECTS)5
Course typeCourse
Language of instructionEnglish
Contact persondr.ir. G.J.A. Fox
E-mailg.j.a.fox@utwente.nl
Lecturer(s)
Examiner
dr.ir. G.J.A. Fox
Contactperson for the course
dr.ir. G.J.A. Fox
Academic year2022
Starting block
1B
Application procedureYou apply via OSIRIS Student
Registration using OSIRISYes
Aims
Learn about Bayesian psychometric methods for data analysis.
Learn about MCMC methods and data augmentation for estimating Bayesian psychometric models.Learn about different psychometric designs (incomplete designs and missing data).
Learn about software tools in R for Bayesian psychometric data analysis
Content
Introduction to Bayesian psychometric methods (theory and applications in Bayesian latent variable modeling).
Computational Bayesian psychometric methods (Markov chain Monte Carlo methods, R-software, data augmentation).
Advanced Bayesian methods for large-scale assessments (measurement invariance testing, longitudinal psychometric research, missing data).
Multivariate models for high-dimensional data (process data, multidimensionality, network models).
 
Assumed previous knowledge
The student has successfully completed the following courses:
• MA: MSBBSS02 Multivariate statistics
• MA: MSBBSS04 Comp. inference with R
• MA: MSBBSS03 Fundamentals of statistics
Required materials
Course material
Selected course readings (via Canvas)
Recommended materials
-
Instructional modes
Lecture
Presence dutyYes

Self study without assistance

Tutorial

Tests
Assignments

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Kies de Nederlandse taal