An Introduction to the Rasch Model with Examples in R: An Introduction with Examples in R (Chapman & Hall/CRC Statistics in the Social and Behavioral Sciences) 1st Edition
Author: Rudolf Debelak,Carolin Strobl,Matthew David Zeigenfuse(Author)
Publisher finelybook 出版社: Chapman and Hall/CRC; 1st edition (May 30, 2022)
Language 语言: English
Print Length 页数: 150 pages
ISBN-10: 1138710466
ISBN-13: 9781138710467
Book Description
An Introduction to the Rasch Model with Examples in R offers a clear, comprehensive introduction to the Rasch model along with practical examples in the free, open-source software R.
It is accessible for readers without a background in psychometrics or statistics, while also providing detailed explanations of the relevant mathematical and statistical concepts for readers who want to gain a deeper understanding. Its worked examples in R demonstrate how to apply the methods to real-world examples and how to interpret the resulting output.
In addition to motivating and presenting the Rasch model, the book covers different methods for parameter estimation and for assessing fit and differential item functioning (DIF). While focusing on the Rasch model, it also addresses a variety of other dichotomous and polytomous Rasch and item response theory (IRT) models, such as two-parameter logistic (2PL) and Partial Credit models, and extensions, including mixture Rasch models and computerized adaptive testing (CAT).
Theory is presented in a self-contained way. All necessary mathematical and statistical background is contained in the chapters and appendices. The book also provides detailed, step-Author: -step instructions for getting started with R and using the eRm, mirt, TAM and rstan packages for fitting Rasch models.