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Mô phỏng Bootstrap×Ước lượng Jackknife Resampling×
Lĩnh vựcMô phỏngThống kê
HọProcess / pipelineHypothesis test
Năm ra đời19791956
Người khởi xướngBradley EfronMaurice Henri Quenouille (bias correction); John W. Tukey (variance estimation and naming)
LoạiSimulation-based nonparametric inferenceBias and variance estimation
Công trình gốcEfron, B. & Tibshirani, R.J. (1993). An Introduction to the Bootstrap. Chapman & Hall/CRC. DOI ↗Quenouille, M. H. (1956). Notes on Bias in Estimation. Biometrika, 43(3/4), 353–360. DOI ↗
Tên gọi khácbootstrap resampling, empirical resampling, nonparametric bootstrap, Önyükleme Simülasyonu (Bootstrap Resampling)delete-one jackknife, leave-one-out jackknife, Jackknife Yeniden Örnekleme
Liên quan53
Tóm tắtBootstrap simulation, introduced by Bradley Efron in 1979, is a simulation-based inference method that derives the sampling distribution of virtually any statistic by repeatedly resampling with replacement from the observed data. Because it requires no parametric distributional assumptions, it provides a robust, general-purpose alternative to analytical confidence intervals and parametric hypothesis tests across continuous, ordinal, binary, and count data.Jackknife estimation is a classical resampling technique that computes the bias and variance of a statistical estimator by systematically leaving out one observation at a time and re-computing the statistic on each reduced sample. Introduced by Maurice Quenouille in 1956 for bias correction and extended by John Tukey in 1958 who coined the name, it is the historical predecessor of the bootstrap and remains analytically tractable for smooth, differentiable estimators.
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ScholarGateSo sánh phương pháp: Bootstrap Simulation · Jackknife Estimation. Truy cập ngày 2026-06-15 từ https://scholargate.app/vi/compare