Multivariate Outliers: A Conceptual and Practical Overview for the Nurse and Health Researcher.

The Canadian Journal of Nursing Research = Revue Canadienne De Recherche En Sciences Infirmières
Maher M El-MasriDavid Kanters

Abstract

The presence of statistical outliers is a shared concern in research. If ignored or improperly handled, outliers have the potential to distort parameter estimates and possibly compromise the validity of research findings. The purpose of this paper is to provide a conceptual and practical overview of multivariate outliers with a focus on common techniques used to identify and manage multivariate outliers. Specifically, this paper discusses the use of Mahalanobis distance and residual statistics as common multivariate outlier identification techniques. It also discusses the use of leverage and Cook's distance as two common techniques to determine the influence that multivariate outliers may have on statistical models. Finally, this paper discusses techniques that are commonly used to handle influential multivariate outlier cases.

References

Jun 29, 2002·Risk Analysis : an Official Publication of the Society for Risk Analysis·Andrea Saltelli
Jul 4, 2018·The Canadian Journal of Nursing Research = Revue Canadienne De Recherche En Sciences Infirmières·Fabrice I MowbrayMaher M El-Masri

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