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portada Bayesian Psychometric Modeling (Chapman & Hall
Bayesian Psychometric Modeling (Chapman & Hall Bayesian Psychometric Modeling (Chapman & Hall
Type
Physical Book
Author
Publisher
Year
2020
Language
English
Pages
492
Format
Paperback
Dimensions
25.1x17.5x3 cm
Weight
0.84 kg.
ISBN13
9780367737092
Edition No.
1
Categories

Bayesian Psychometric Modeling (Chapman & Hall

Roy Levy (Author) · Robert J. Mislevy (Author) · CRC Press · Paperback

Bayesian Psychometric Modeling (Chapman & Hall - Levy, Roy ; Mislevy, Robert J.

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Synopsis "Bayesian Psychometric Modeling (Chapman & Hall "

A Single Cohesive Framework of Tools and Procedures for Psychometrics and AssessmentBayesian Psychometric Modeling presents a unified Bayesian approach across traditionally separate families of psychometric models. It shows that Bayesian techniques, as alternatives to conventional approaches, offer distinct and profound advantages in achieving many goals of psychometrics.Adopting a Bayesian approach can aid in unifying seemingly disparate-and sometimes conflicting-ideas and activities in psychometrics. This book explains both how to perform psychometrics using Bayesian methods and why many of the activities in psychometrics align with Bayesian thinking.The first part of the book introduces foundational principles and statistical models, including conceptual issues, normal distribution models, Markov chain Monte Carlo estimation, and regression. Focusing more directly on psychometrics, the second part covers popular psychometric models, including classical test theory, factor analysis, item response theory, latent class analysis, and Bayesian networks. Throughout the book, procedures are illustrated using examples primarily from educational assessments. A supplementary website provides the datasets, WinBUGS code, R code, and Netica files used in the examples.

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