An Introduction to Multilevel Modeling Techniques
An Introduction to Multilevel Modeling Techniques
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DOI：
10.4324/9781410604767
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发表时间：
1999-11
期刊：
影响因子：
--
通讯作者：
R. Heck
中科院分区：
文献类型：
--
作者：
R. Heck
本书提供了基本多层次建模问题的广泛概述，并举例说明了围绕几个组织数据集构建分析的技术。尽管本书主要关注教育和组织设置，但这些示例将帮助读者发现这些技术的其他应用。开发了两类基本的多层模型：多层回归模型和协方差结构的多层模型-用于开发这些模型背后的基本原理，并介绍了使用两种多层分析技术-分层线性建模和结构方程建模的研究的设计和分析。
This book provides a broad overview of basic multilevel modeling issues and illustrates techniques building analyses around several organizational data sets. Although the focus is primarily on educational and organizational settings, the examples will help the reader discover other applications for these techniques. Two basic classes of multilevel models are developed: multilevel regression models and multilevel models for covariance structures--are used to develop the rationale behind these models and provide an introduction to the design and analysis of research studies using two multilevel analytic techniques--hierarchical linear modeling and structural equation modeling.