Vertaile menetelmiä
Tarkastele valitsemiasi menetelmiä rinnakkain; eroavat rivit korostetaan.
| Sovitettu laatikkokuvio vinoille jakaumille× | Bootstrap-estimaatti× | Jackknife-otanta× | |
|---|---|---|---|
| Tieteenala | Tilastotiede | Tilastotiede | Tilastotiede |
| Menetelmäperhe | Regression model | Regression model | Regression model |
| Syntyvuosi≠ | 2008 | 1979 | 1956 |
| Kehittäjä≠ | Hubert & Vandervieren | Bradley Efron | Quenouille (1956); reviewed by Miller (1974) |
| Tyyppi≠ | Robust outlier detection / descriptive visualization | Resampling-based inference | Resampling / bias and variance estimation |
| Alkuperäislähde≠ | Hubert, M. & Vandervieren, E. (2008). An Adjusted Boxplot for Skewed Distributions. Computational Statistics & Data Analysis, 52(12), 5186-5201. DOI ↗ | Efron, B. (1979). Bootstrap Methods: Another Look at the Jackknife. Annals of Statistics, 7(1), 1-26. DOI ↗ | Quenouille, M. H. (1956). Notes on Bias in Estimation. Biometrika, 43(3/4), 353-360. DOI ↗ |
| Rinnakkaisnimet | adjusted box plot, medcouple boxplot, skewness-adjusted boxplot, Düzeltilmiş Kutu Grafiği (Adjusted Boxplot) | bootstrap, bootstrap resampling, nonparametric bootstrap, Bootstrap Çıkarımı | leave-one-out resampling, Quenouille-Tukey jackknife, delete-one jackknife, Jackknife Yeniden Örnekleme |
| Liittyvät | 5 | 5 | 5 |
| Tiivistelmä≠ | The Adjusted Boxplot is a robust descriptive tool introduced by Hubert and Vandervieren (2008) that corrects the classical IQR-based boxplot for skewness using the medcouple statistic, reducing the false labelling of outliers in asymmetric data. | 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 jackknife is a classical resampling method that estimates the bias and variance of a statistic by systematically recomputing it with one observation left out at a time. Introduced by Quenouille in 1956 and later reviewed by Miller in 1974, it predates the bootstrap and remains a simple, deterministic tool for assessing estimator stability. |
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