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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Mathematik Wahrscheinlichkeitstheorie & Statistik A Short Guide to Item Response Theory Models
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A Short Guide to Item Response Theory Models
Gerhard Tutz (Gebundene Ausgabe, Englisch)
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Beschreibung
This book presents foundational concepts, essential principles, and practical applications of Item Response Theory (IRT). It provides a structured survey of diverse models that have been put forth, emphasizing both their differences and commonalities. The main focus is on modern latent trait theory models which provide measurement tools that clearly separate between person abilities and item… parameters. The topics covered include the binary Rasch model, its extensions and alternative binary models, ordinal models and their extensions that account for response styles, the thresholds model, classical test theory, response models for count data, differential item functioning, and explanatory item response models. Tree-based item response models, typically not found in classical IRT textbooks, are also addressed. Applications of the models are illustrated on several data sets from differing areas, showing how models can be fitted and compared. All examples have been computed using R. Code snippets are provided, and the full R code for most of the examples is available online. The book is aimed at graduate students, applied statisticians, and researchers working in psychometrics, educators, and anyone curious about modeling strategies that enhance the precision and validity of their measurement tools. It serves as an introductory guide for beginners while also providing a resource for those seeking an overview of the plethora of available IRT models. Dieses Produkt haben wir gerade leider nicht auf Lager.
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Technische Daten
Erscheinungsdatum
03.07.2025
Sprache
Englisch
EAN
9783031872709
Herausgeber
Springer International Publishing
Serien- oder Bandtitel
Statistics for Social and Behavioral Sciences
Sonderedition
Nein
Autor
Gerhard Tutz
Seitenanzahl
255
Einbandart
Gebundene Ausgabe
Schlagwörter
Item Response Theory, IRT, Latent Trait Theory Models, R Code, Tree-based Item Response Models, Binary Models, Binary Rasch Model, Ordinal Models, Thresholds Model, Response Models for Count Data, Differential Item Functioning, Explanatory Item Response Models, Classical Test Theory, R Package
Thema-Inhalt
PBT - Wahrscheinlichkeitsrechnung und Statistik
JMBT - Psychologische Tests, Messtechniken
JHBC - Sozialforschung und -statistik
Höhe
235 mm
Breite
15.5 cm
Hersteller: Birkhäuser, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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