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| Tương quan Spearman mạnh mẽ× | Kiểm định t mẫu độc lập mạnh mẽ× | |
|---|---|---|
| Lĩnh vực | Thống kê | Thống kê |
| Họ | Hypothesis test | Hypothesis test |
| Năm ra đời≠ | 1990s–2000s | 1974–1990s |
| Người khởi xướng≠ | Rand R. Wilcox (robust extensions); Charles Spearman (base method, 1904) | Rand R. Wilcox; Karen K. Yuen (trimmed-mean form) |
| Loại≠ | Robust nonparametric correlation | Robust parametric mean comparison |
| Công trình gốc | Wilcox, R. R. (2012). Introduction to Robust Estimation and Hypothesis Testing (3rd ed.). Academic Press. ISBN: 978-0123869838 | Wilcox, R. R. (2012). Introduction to Robust Estimation and Hypothesis Testing (3rd ed.). Academic Press. ISBN: 978-0123869838 |
| Tên gọi khác | Winsorized Spearman correlation, robust rank correlation, trimmed Spearman correlation, outlier-resistant Spearman | Yuen's t-test, trimmed-mean t-test, Winsorized t-test, robust two-sample test |
| Liên quan≠ | 5 | 2 |
| Tóm tắt≠ | 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. | The robust independent samples t-test compares the central tendency of two independent groups using trimmed means and Winsorized variances, making it substantially less sensitive to outliers and non-normality than the classical Student or Welch t-test. The most widely used form is Yuen's test, which also accommodates unequal variances across groups. |
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