方法对比
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| 温莎化估计× | Yuen's检验 (截尾均值检验)× | |
|---|---|---|
| 领域 | 统计学 | 统计学 |
| 方法族 | Regression model | Regression model |
| 起源年份≠ | 1960 | 1974 |
| 提出者≠ | Dixon (1960); robust estimation tradition (Wilcox) | Karen K. Yuen |
| 类型≠ | Robust location/scale estimator | Robust two-group comparison |
| 开创性文献≠ | Dixon, W. J. (1960). Simplified Estimation from Censored Normal Samples. Annals of Mathematical Statistics, 31(2), 385-391. DOI ↗ | Yuen, K. K. (1974). The Two-Sample Trimmed t for Unequal Population Variances. Biometrika, 61(1), 165-170. DOI ↗ |
| 别名≠ | winsorization, winsorized mean, Winsorize Edilmiş Tahmin | Yuen's test, Yuen-Welch test, robust mean comparison, kırpılmış ortalama testi |
| 相关≠ | 5 | 4 |
| 摘要≠ | Winsorized estimation is a robust technique that reduces the influence of outliers by clamping the extreme percentiles of a distribution to a chosen threshold. Introduced by Dixon (1960) and developed in the robust-estimation tradition of Wilcox, it keeps every observation in the sample rather than discarding any. | The trimmed mean test compares two groups using trimmed means, which discard a fixed proportion of the most extreme observations in each tail before averaging. Introduced by Karen K. Yuen in 1974, it is a robust alternative to the classical t-test when the data are non-normal or contain outliers and the population variances are unequal. |
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