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Robust Spearman Correlation×सुदृढ़ पियर्सन सहसंबंध×
क्षेत्रसांख्यिकीसांख्यिकी
परिवारHypothesis testHypothesis test
उद्भव वर्ष1990s–2000s1970s–1990s
प्रवर्तकRand R. Wilcox (robust extensions); Charles Spearman (base method, 1904)Rand R. Wilcox and predecessors in robust statistics
प्रकारRobust nonparametric correlationRobust bivariate association measure
मौलिक स्रोतWilcox, 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
उपनामWinsorized Spearman correlation, robust rank correlation, trimmed Spearman correlation, outlier-resistant Spearmanwinsorized correlation, percentage bend correlation, robust r, outlier-resistant correlation
संबंधित53
सारांशRobust 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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