Kniha Bayesian Item Response Modeling Jean-Paul Fox

Bayesian Item Response Modeling

Theory and Applications

Autor: Jean-Paul Fox
Jazyk: Angličtina
Vazba: Pevná
Dostupnost: Skladem u dodavatele
Odesíláme za 10-18 dnů
3 278
This book presents a thorough treatment and unified coverage of Bayesian item response modeling with...

Informace o knize

Jazyk
Angličtina
Vazba
Kniha - Pevná
Vydáno
2010
Stránek
313
EAN
9781441907417
ISBN
1441907416
Enbook ID
01420468
Hmotnost
1400
Rozměry
155 x 235 x 35

Kompletní popis

This book presents a thorough treatment and unified coverage of Bayesian item response modeling with applications in a variety of disciplines, including education, medicine, psychology, and sociology. Breakthroughs in computing technology have made the Bayesian approach particularly useful for many response modeling problems. Free from computational constraints, realistic and state-of-the-art latent variable response models are considered for complex assessment and survey data to solve real-world problems.§The Bayesian framework described provides a unified approach for modeling and inference, dealing with (nondata) prior information and information across multiple data sources. The book discusses methods for analyzing item response data and the complex relationships commonly associated with human response behavior and features- Self-contained introduction to Bayesian item response modeling and a coverage of extending standard models to handle complex assessment data- A thorough overview of Bayesian estimation and testing methods for item response models, where MCMC methods are emphasized - Numerous examples that cover a wide range of application areas, including education, medicine, psychology, and sociology - Datasets and software (S+, R, and WinBUGS code) of the models and methods presented in the book are available on www.jean-paulfox.com §Bayesian Item Response Modeling is an excellent book for research professionals, including applied statisticians, psychometricians, and social scientists who analyze item response data from a Bayesian perspective. It is a guide to the growing area of Bayesian response modeling for researchers and graduate students, and will also serve them as a good reference.

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