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Fundamentals of Applied Multidimensional Scaling for Educational and Psychological Research

  • Cody S.┬áDing

Table of contents

  1. Front Matter
    Pages i-x
  2. Basics of MDS Models

    1. Front Matter
      Pages 1-1
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  3. Specific MDS Model and Its Applications

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      Pages 59-59
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  4. New Applications of MDS Analysis

    1. Front Matter
      Pages 133-133
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  5. Back Matter
    Pages 195-197

About this book

Introduction

This book explores the fundamentals of multidimensional scaling (MDS) and how this analytic method can be used in applied setting for educational and psychological research. The book tries to make MDS more accessible to a wider audience in terms of the language and examples that are more relevant to educational and psychological research and less technical so that the readers are not overwhelmed by equations. The goal is for readers to learn the methods described in this book and immediately start using MDS via available software programs. The book also examines new applications that have previously not been discussed in MDS literature. It should be an ideal book for graduate students and researchers to better understand MDS.

Fundamentals of Applied Multidimensional Scaling for Educational and Psychological Research is divided into three parts. Part I covers the basic and fundamental features of MDS models pertaining to applied research applications. Chapters in this section cover the essential features of data that are typically associated with MDS analysis such as preference ration or binary choice data, and also looking at metric and non-metric MDS models to build a foundation for later discussion and applications in later chapters. Part II examines specific MDS models and its applications for education and psychology. This includes spatial analysis methods that can be used in MDS to test clustering effect of items and individual differences MDS model (INDSCAL). Finally, Part III focuses on new applications of MDS analysis in these research fields. These new applications consist of profile analysis, longitudinal analysis, mean-level change, and pattern change. The book concludes with a historical review of MDS development as an analytical method and a look to future directions.

 

Keywords

Multidimensional Scaling (MDS) MDS Preference Analysis Individual Differences Modelling Data Visualization Confirmatory MDS Analysis Data Map MDS Growth Analysis MDS Profile Analysis MDS Analysis Educational Research Psychological Research

Authors and affiliations

  • Cody S.┬áDing
    • 1
  1. 1.Department of Education Science and Professional ProgramUniversity of Missouri-St. LouisSt. LouisUSA

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-319-78172-3
  • Copyright Information Springer International Publishing AG, part of Springer Nature 2018
  • Publisher Name Springer, Cham
  • eBook Packages Mathematics and Statistics
  • Print ISBN 978-3-319-78171-6
  • Online ISBN 978-3-319-78172-3
  • Buy this book on publisher's site
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