مقایسهٔ روشها
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| شبیهسازی بوتاسترپ سلسلهمراتبی× | شبیهسازی بوتاسترپ چندسطحی× | |
|---|---|---|
| حوزه | بیزی | بیزی |
| خانواده | Bayesian methods | Bayesian methods |
| سال پیدایش≠ | 1997-2008 | 1979 (bootstrap); multilevel variants c.1990s |
| پدیدآور≠ | Davison & Hinkley; Cameron, Gelbach & Miller | Efron (1979); multilevel extensions developed through 1980s–2000s |
| نوع≠ | resampling simulation | resampling / simulation |
| منبع بنیادین≠ | Davison, A. C. & Hinkley, D. V. (1997). Bootstrap Methods and their Application. Cambridge University Press. ISBN: 978-0521574716 | Efron, B. (1979). Bootstrap methods: Another look at the jackknife. The Annals of Statistics, 7(1), 1–26. DOI ↗ |
| نامهای دیگر | cluster bootstrap, multilevel bootstrap, nested bootstrap resampling, hierarchical resampling | hierarchical bootstrap, cluster bootstrap, stratified bootstrap for multilevel data, multilevel resampling |
| مرتبط≠ | 5 | 6 |
| خلاصه≠ | Hierarchical bootstrap simulation is a resampling technique designed for data with nested or clustered structure — students within schools, patients within hospitals, repeated measures within subjects. It preserves the natural grouping of the data by resampling at each level of the hierarchy in sequence, producing a sampling distribution that correctly reflects both between-group and within-group variability. | Multilevel bootstrap simulation is a resampling technique designed for clustered or hierarchically structured data. It preserves the nested data structure by resampling at each level independently — first drawing clusters (e.g., schools, hospitals), then drawing observations within each sampled cluster — so that bootstrap replicate datasets reflect the same multilevel organisation as the original data. |
| ScholarGateمجموعهداده ↗ |
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