面板研究中的多层线性模型应用述评

发布时间：2018-05-30 09:28

本文选题：面板研究 + 多层线性模型　；参考：《管理科学》2011年03期

【摘要】：面板研究是纵贯面研究领域的一种重要类型,近年来,国外运用多层线性模型在面板研究领域取得了一系列理论和应用上的进展。通过对面板研究的界定,对面板研究的发展情况、数据特征进行简要介绍,在与传统统计分析方法进行比较的基础上,重点阐述多层线性模型在面板研究领域的独特优势及其一般建模方法和过程,分为线性发展模型、曲线发展模型和三层发展模型进行解读,并结合多个实例分析不同类别的多层线性模型在面板研究中的应用情况,指出现存的面板研究中多层线性模型应用需要注意的时间变量设定及中心化、固定效应和随机效应的选择及样本量等问题,同时进一步指出多层线性模型在未来面板研究领域存在的调节作用和中介作用、结构方程模型的选择应用等发展方向。
[Abstract]:Panel research is an important type in the field of longitudinal plane research. In recent years, a series of theoretical and practical advances have been made in the field of panel research by using multilayer linear model abroad. Through the definition of panel research, the development of panel research, data characteristics are briefly introduced, on the basis of comparison with traditional statistical analysis methods, The unique advantages of multilayer linear model in the field of panel research and its general modeling methods and processes are emphasized, which are divided into linear development model, curve development model and three-tier development model. Combined with many examples, this paper analyzes the application of different kinds of multilayer linear models in panel research, and points out the time variable setting and centralization that should be paid attention to in the application of multi-layer linear model in the existing panel research. The selection of fixed and random effects and the sample size are also discussed. At the same time, the future development direction of multilayer linear model in the future panel research is pointed out, such as the adjustment and intermediary role, the selection and application of structural equation model, and so on.
【作者单位】：中国科学院心理研究所;中国科学院研究生院;
【基金】：国家自然科学基金(70731004) 中国科学院知识创新工程重要方向项目(KSCX2-YW-R-130)~~
【分类号】：C931

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