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Ανθεκτική Συσχέτιση Spearman×Ανθεκτική συνάρτηση συσχέτισης Pearson×
ΠεδίοΣτατιστικήΣτατιστική
ΟικογένειαHypothesis testHypothesis test
Έτος προέλευσης1990s–2000s1970s–1990s
ΔημιουργόςRand R. Wilcox (robust extensions); Charles Spearman (base method, 1904)Rand R. Wilcox and predecessors in robust statistics
ΤύποςRobust nonparametric correlationRobust bivariate association measure
Θεμελιώδης πηγήWilcox, R. R. (2012). Introduction to Robust Estimation and Hypothesis Testing (3rd ed.). Academic Press. ISBN: 978-0123869838Wilcox, R. R. (2012). Introduction to Robust Estimation and Hypothesis Testing (3rd ed.). Academic Press. ISBN: 978-0123869838
Εναλλακτικές ονομασίεςWinsorized Spearman correlation, robust rank correlation, trimmed Spearman correlation, outlier-resistant Spearmanwinsorized correlation, percentage bend correlation, robust r, outlier-resistant correlation
Συναφείς53
ΣύνοψηRobust 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.The robust Pearson correlation is an outlier-resistant measure of linear association between two continuous variables. By applying Winsorizing, trimming, or percentage-bend transformations before computing the classic Pearson r, it retains the interpretability of a correlation coefficient while dramatically reducing the distortion caused by extreme values.
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ScholarGateΣύγκριση μεθόδων: Robust Spearman Correlation · Robust Pearson correlation. Ανακτήθηκε στις 2026-06-17 από https://scholargate.app/el/compare