Computerized Adaptive and Multistage Testing with R : Using Packages catR and mstR. 1st ed. 2017

種類:

電子ブック

責任表示:

by David Magis, Duanli Yan, Alina A. von Davier

出版情報:

Cham : Springer International Publishing : Imprint: Springer, 2017

著者名:

• Magis, David.
• Yan, Duanli.
• von Davier, Alina A.
• SpringerLink (Online service)

シリーズ名:

Use R! ;

ISBN:

9783319692180 [3319692186]    

注記:

Foreword -- Preface -- Ch 1 Overview of Adaptive Testing -- Ch 2 An Overview of Item Response Theory -- Part 1 Item-Level Computerized Adaptive Testing -- Ch 3 An Overview of Computerized Adaptive Testing -- Ch 4 Simulations of Computerized Adaptive Tests -- Ch 5 Examples of Simulations using catR -- Part 2 Computerized Multistage Testing -- Ch 6 An Overview of Computerized Multistage testing -- Ch 7 Simulations of Computerized Multistage Tests -- Ch 8 Examples of Simulations using mstR -- Index.
The goal of this guide and manual is to provide a practical and brief overview of the theory on computerized adaptive testing (CAT) and multistage testing (MST) and to illustrate the methodologies and applications using R open source language and several data examples.  Implementation relies on the R packages catR and mstR that have been already or are being developed by the first author (with the team) and that include some of the newest research algorithms on the topic. The book covers many topics along with the R-code: the basics of R, theoretical overview of CAT and MST, CAT designs, CAT assembly methodologies, CAT simulations, catR package, CAT applications, MST designs, IRT-based MST methodologies, tree-based MST methodologies, mstR package, and MST applications.  CAT has been used in many large-scale assessments over recent decades, and MST has become very popular in recent years.  R open source language also has become one of the most useful tools for applications in almost all fields, including busin

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