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面板研究中的多層線性模型應用述評

發(fā)布時間:2018-05-30 09:28

  本文選題:面板研究 + 多層線性模型; 參考:《管理科學》2011年03期


【摘要】:面板研究是縱貫面研究領(lǐng)域的一種重要類型,近年來,國外運用多層線性模型在面板研究領(lǐng)域取得了一系列理論和應用上的進展。通過對面板研究的界定,對面板研究的發(fā)展情況、數(shù)據(jù)特征進行簡要介紹,在與傳統(tǒng)統(tǒng)計分析方法進行比較的基礎(chǔ)上,重點闡述多層線性模型在面板研究領(lǐng)域的獨特優(yōu)勢及其一般建模方法和過程,分為線性發(fā)展模型、曲線發(fā)展模型和三層發(fā)展模型進行解讀,并結(jié)合多個實例分析不同類別的多層線性模型在面板研究中的應用情況,指出現(xiàn)存的面板研究中多層線性模型應用需要注意的時間變量設(shè)定及中心化、固定效應和隨機效應的選擇及樣本量等問題,同時進一步指出多層線性模型在未來面板研究領(lǐng)域存在的調(diào)節(jié)作用和中介作用、結(jié)構(gòu)方程模型的選擇應用等發(fā)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.
【作者單位】: 中國科學院心理研究所;中國科學院研究生院;
【基金】:國家自然科學基金(70731004) 中國科學院知識創(chuàng)新工程重要方向項目(KSCX2-YW-R-130)~~
【分類號】:C931

【參考文獻】

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1 劉紅云,孟慶茂;縱向數(shù)據(jù)分析方法[J];心理科學進展;2003年05期

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【共引文獻】

相關(guān)期刊論文 前10條

1 于曉敏;吳e,

本文編號:1954785


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