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Dependent Data in Social Sciences Research: Forms, Issues, and Methods of Analysis

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Dependent Data in Social Sciences Research: Forms, Issues, and Methods of Analysis Dependent Data in Social Sciences Research: Forms, Issues, and Methods of Analysis

出版社:Springer
出版日期:2024-10-22
語言:英文   規格:精裝 / 普通級/ 初版
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圖書名稱:Dependent Data in Social Sciences Research: Forms, Issues, and Methods of Analysis

內容簡介

This book covers the following subjects: growth curve modeling, directional dependence, dyadic data modeling, item response modeling (IRT), and other methods for the analysis of dependent data (e.g., approaches for modeling cross-section dependence, multidimensional scaling techniques, and mixed models). It presents contributions on handling data in which the postulate of independence in the data matrix is violated. When this postulate is violated and when the methods assuming independence are still applied, the estimated parameters are likely to be biased, and statistical decisions are very likely to be incorrect. Problems associated with dependence in data have been known for a long time, and led to the development of tailored methods for the analysis of dependent data in various areas of statistical analysis. These include, for example, methods for the analysis of longitudinal data, corrections for dependency, and corrections for degrees of freedom.

Researchers and graduate students in the social and behavioral sciences, education, econometrics, and medicine will find this up-to-date overview of modern statistical approaches for dealing with problems related to dependent data particularly useful.

 

作者簡介

Mark Stemmler is Professor at Friedrich Alexander University Erlangen-Nuremberg (FAU), Department of Psychology
Wolfgang Wiedermann is Associate Professor, College of Education and Human Development, Co-Director of the Methodology Branch of the Missouri Prevention Science Institute, University of Missouri-Columbia (US).
Francis L. Huang is Associate Professor, College of Education and Human Development, Co-Director of the Methodology Branch of the Missouri Prevention Science Institute, University of Missouri-Columbia (US).

 

詳細資料

  • ISBN:9783031563171
  • 規格:精裝 / 普通級 / 初版
  • 出版地:美國
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