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Bootstrap BCa (Bias-Corrected and Accelerated)×Bootstrap בייסיאני (רובין)×Bootstrap כפול (איטרטיבי)×
תחוםסטטיסטיקהסטטיסטיקהסטטיסטיקה
משפחהRegression modelRegression modelRegression model
שנת המקור198719811986
הוגה השיטהBradley EfronRubin (1981); large-sample theory by Lo (1987)Hall (1986); Beran (1987)
סוגResampling confidence intervalResampling / posterior simulationResampling calibration (nested bootstrap)
מקור מכונןEfron, B. (1987). Better Bootstrap Confidence Intervals. Journal of the American Statistical Association, 82(397), 171-185. DOI ↗Rubin, D. B. (1981). The Bayesian Bootstrap. The Annals of Statistics, 9(1), 130-134. DOI ↗Hall, P. (1986). On the Bootstrap and Confidence Intervals. Annals of Statistics, 14(4), 1431-1452. DOI ↗
כינוייםBCa Bootstrap (Bias-Corrected Accelerated), bias-corrected accelerated bootstrap, BCa confidence intervalBayesian Bootstrap (Rubin), Rubin bootstrap, Dirichlet-weighted bootstrapiterated bootstrap, nested bootstrap, calibrated bootstrap, Çift Bootstrap (Double / Iterated Bootstrap)
קשורות555
תקצירThe BCa bootstrap is a resampling method, introduced by Bradley Efron in 1987, that produces more accurate confidence intervals than the plain percentile bootstrap by applying a bias correction and an acceleration adjustment. It is recommended for skewed distributions and small samples.The Bayesian Bootstrap, introduced by Donald B. Rubin in 1981, is a resampling method that produces a Bayesian counterpart to the frequentist bootstrap by assigning each observation a random weight drawn from a Dirichlet distribution. It yields a full posterior distribution for a statistic and allows prior information to be incorporated.The double bootstrap is a resampling method that calibrates a bootstrap confidence interval with a second, nested layer of bootstrap to bring its actual coverage closer to the nominal level. Introduced by Hall (1986) and Beran (1987), it is especially valuable for small samples and skewed distributions where a single-layer bootstrap under-covers.
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ScholarGateהשוואת שיטות: BCa Bootstrap · Bayesian Bootstrap · Double Bootstrap. אוחזר בתאריך 2026-06-15 מתוך https://scholargate.app/he/compare