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残差化:合理性、性质与应用

Residualization: justification, properties and application.

作者信息

García Catalina B, Salmerón Román, García Claudia, García José

机构信息

Department of Quantitative Methods for Economics and Business, University of Granada, Granada, Spain.

Doctoral Program in Economics and Business Sciences, University of Granada, Granada, Spain.

出版信息

J Appl Stat. 2019 Dec 17;47(11):1990-2010. doi: 10.1080/02664763.2019.1701638. eCollection 2020.

Abstract

Although it is usual to find collinearity in econometric models, it is commonly disregarded. An extended solution is to eliminate the variable causing the problem but, in some cases, this decision can affect the goal of the research. Alternatively, residualization not only allows mitigation of collinearity, but it also provides an alternative interpretation of the coefficients isolating the effect of the residualized variable. This paper fully develops the procedure and justifies its application not only for dealing with multicollinearity but also for separating the individual effects of the regressor variables. This contribution is illustrated by two econometric models with financial and ecological data, although it can also be extended to many different fields.

摘要

尽管在计量经济学模型中发现共线性很常见,但通常会被忽视。一种扩展的解决方案是消除导致问题的变量,但在某些情况下,这一决定可能会影响研究目标。另外,残差化不仅可以减轻共线性,还能对系数提供另一种解释,从而分离出残差化变量的影响。本文全面阐述了该方法,并证明其不仅适用于处理多重共线性,还适用于分离回归变量的个体效应。尽管该方法也可扩展到许多不同领域,但本文通过两个包含金融和生态数据的计量经济学模型进行了说明。

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