Hypothesis testClassical statistics
Robust Spearman Correlation
Robust Spearman correlation is an outlier-resistant measure of monotonic association between two variables. It applies robustification strategies — such as Winsorizing extreme ranks or using the percentage-bend approach — to protect Spearman's rho against distortion from outliers or heavy-tailed distributions, while retaining its nonparametric rank-based character.
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Sources
- Wilcox, R. R. (2012). Introduction to Robust Estimation and Hypothesis Testing (3rd ed.). Academic Press. ISBN: 978-0123869838
- Wilcox, R. R. (1994). The percentage bend correlation coefficient. Psychometrika, 59(4), 601–616. DOI: 10.1007/BF02294395 ↗