Salīdzināt metodes
Apskatiet izvēlētās metodes blakus; rindas, kas atšķiras, ir izceltas.
| Bootstrap Inference× | Trimmed Mean Test (Yuen's Test)× | |
|---|---|---|
| Nozare | Statistika | Statistika |
| Saime | Regression model | Regression model |
| Izcelsmes gads≠ | 1979 | 1974 |
| Autors≠ | Bradley Efron | Karen K. Yuen |
| Tips≠ | Resampling-based inference | Robust two-group comparison |
| Pirmavots≠ | Efron, B. (1979). Bootstrap Methods: Another Look at the Jackknife. Annals of Statistics, 7(1), 1-26. DOI ↗ | Yuen, K. K. (1974). The Two-Sample Trimmed t for Unequal Population Variances. Biometrika, 61(1), 165-170. DOI ↗ |
| Citi nosaukumi | bootstrap, bootstrap resampling, nonparametric bootstrap, Bootstrap Çıkarımı | Yuen's test, Yuen-Welch test, robust mean comparison, kırpılmış ortalama testi |
| Saistītās≠ | 5 | 4 |
| Kopsavilkums≠ | Bootstrap inference, introduced by Bradley Efron in 1979, estimates the sampling distribution of a statistic by repeatedly resampling the observed data with replacement. It requires no distributional assumption and produces reliable confidence intervals even in small samples. | 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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