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Articles

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

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Pages 5082-5089 | Received 11 Mar 2021, Accepted 14 Sep 2021, Published online: 04 Oct 2021

References

  • Adams, J., D. Hayenga, S. Masi, D. Reeb, and V. Veradi. 2018. Identifying outliers in finance. Financial Management 48 (2):345–84.
  • Bieniek, K. 2006. Comparison of the bias of trimmed and winsorized means. Communications in Statistics – Theory and Methods 45 (22):6641–50. doi:10.1080/03610926.2014.963620.
  • Bollinger, C. R., and A. Chandra. 2005. Iatrogenic specification error: A cautionary tale of cleaning data. Journal of Labor Economics 23 (2):235–57.
  • Brownen-Trinh, R. 2019. Effects of winsorization: The cases of forecasting non-GAPP and GAPP earnings. Journal of Business Finance & Accounting 46 (1-2):105–35.
  • Chen, L.-A., A. H. Welsh, and W. Chan. 2001. Estimators for the linear regression model based on winsorized observations. Statistica Sinica 11:147–72.
  • Cox, N. 2013. Speaking Stata: Trimming to taste. The Stata Journal 13 (3):640–66. doi:10.1177/1536867X1301300313.
  • Ho, W.-T., K. Ryu, and K.-M. Wang. 2018. Treatment of outliers: Firm heterogeneity in managerial incentives and corporate innovation relationship. SSRN Electronic Journal. Advance online publication. doi:10.2139/ssrn.3126672.
  • Leone, A. J., M. Minutti-Meza, and C. Wasley. 2019. Influential observations and inference in accounting research. The Accounting Review 94 (6):337–64.
  • Lien, D., and N. Balakrishnan. 2005. On regression analysis with data cleaning via trimming, winsorization, and dichotomization. Communications in Statistics—Simulation and Computation 34 (4):839–49.
  • Nyitrai, T., and M. Virag. 2019. The effects of handling outliers on the performance of bankruptcy prediction. Socio-Economic Planning Sciences 67:34–42.
  • Pusparum, M., A. Kurnia, and A. Alamudi. 2017. Winsor approach in regression analysis with outlier. Applied Mathematical Sciences 11 (41):2031–46.
  • Qu, L. 2021. A new approach to estimating earnings forecasting models: Robust regression MM-estimation. International Journal of Forecasting 37 (2):1011–30. doi:10.1016/j.ijforecast.2020.11.003.
  • Welch, I. 2019. Simpler better market betas. Working Paper 26105. National Bureau of Economic Research.
  • Welsh, A. H. 1987. The trimmed mean in the linear model. Annals of Statistics 15:20–36.

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