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Simulasi Bootstrap Bertingkat×Simulasi Bootstrap dengan Data Hilang×
BidangBayesianBayesian
KeluargaBayesian methodsBayesian methods
Tahun asal1979 (bootstrap); multilevel variants c.1990s1979–1990s
PengasasEfron (1979); multilevel extensions developed through 1980s–2000sBradley Efron (bootstrap); missing-data extensions by Efron, Little, Rubin and others
Jenisresampling / simulationResampling simulation
Sumber perintisEfron, B. (1979). Bootstrap methods: Another look at the jackknife. The Annals of Statistics, 7(1), 1–26. DOI ↗Efron, B. & Tibshirani, R. J. (1993). An Introduction to the Bootstrap. Chapman and Hall/CRC. ISBN: 978-0412042317
Aliashierarchical bootstrap, cluster bootstrap, stratified bootstrap for multilevel data, multilevel resamplingbootstrap with missing data, bootstrap imputation simulation, resampling under missingness, bootstrap MI
Berkaitan65
RingkasanMultilevel 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.Bootstrap simulation with missing data combines resampling-based variance estimation with principled handling of incomplete observations. Rather than deleting cases or assuming complete data, the method integrates imputation or weighting directly into the bootstrap loop, propagating the additional uncertainty due to missingness into the final standard errors and confidence intervals.
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ScholarGateBandingkan kaedah: Multilevel Bootstrap Simulation · Bootstrap Simulation with Missing Data. Dicapai 2026-06-15 daripada https://scholargate.app/ms/compare