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Some results on multiple regression analysis with...
Journal article

Some results on multiple regression analysis with data cleaned by trimming and winsorization

Abstract

In a multiple regression model setup, we examine the effects of trimming and winsorization of regressors on the regression estimates and their efficiency. The exact results developed here to enable us to evaluate the effects of winsorizing one regressor on the estimates of the coefficients associated with another regressor. These results have important implications in accounting and finance literature wherein trimming or winsorization is …

Authors

Lien D; Balakrishnan N

Journal

Communications in Statistics - Simulation and Computation, Vol. 52, No. 10, pp. 5082–5089

Publisher

Taylor & Francis

Publication Date

October 3, 2023

DOI

10.1080/03610918.2021.1982974

ISSN

0361-0918