Bayesian Psychometric Modeling

Nonfiction, Science & Nature, Mathematics, Statistics
Cover of the book Bayesian Psychometric Modeling by Roy Levy, Robert J. Mislevy, CRC Press
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Roy Levy, Robert J. Mislevy ISBN: 9781315356976
Publisher: CRC Press Publication: July 28, 2017
Imprint: Chapman and Hall/CRC Language: English
Author: Roy Levy, Robert J. Mislevy
ISBN: 9781315356976
Publisher: CRC Press
Publication: July 28, 2017
Imprint: Chapman and Hall/CRC
Language: English

A Single Cohesive Framework of Tools and Procedures for Psychometrics and Assessment

Bayesian 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.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

A Single Cohesive Framework of Tools and Procedures for Psychometrics and Assessment

Bayesian 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.

More books from CRC Press

Cover of the book Intelligent Systems by Roy Levy, Robert J. Mislevy
Cover of the book Clinical Immunology of the Dog and Cat by Roy Levy, Robert J. Mislevy
Cover of the book Prestressed Concrete Design by Roy Levy, Robert J. Mislevy
Cover of the book Green Organic Chemistry and its Interdisciplinary Applications by Roy Levy, Robert J. Mislevy
Cover of the book Wireless Sensors and Instruments by Roy Levy, Robert J. Mislevy
Cover of the book Oscillations and Waves by Roy Levy, Robert J. Mislevy
Cover of the book Co-Creating in Health Practice by Roy Levy, Robert J. Mislevy
Cover of the book Basics of Precision Engineering by Roy Levy, Robert J. Mislevy
Cover of the book Handbook of Optoelectronics by Roy Levy, Robert J. Mislevy
Cover of the book Intelligent Automatic Generation Control by Roy Levy, Robert J. Mislevy
Cover of the book Natural Toxic Compounds of Foods by Roy Levy, Robert J. Mislevy
Cover of the book Engineering Speaking by Design by Roy Levy, Robert J. Mislevy
Cover of the book Theory Of Quantum Liquids by Roy Levy, Robert J. Mislevy
Cover of the book High Resolution Electronic Spectroscopy of Small Molecules by Roy Levy, Robert J. Mislevy
Cover of the book Sensitive Skin Syndrome by Roy Levy, Robert J. Mislevy
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy