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분야통계학통계학통계학
계열Regression modelRegression modelRegression model
기원 연도197920051968
창시자Bradley EfronGood (2005); Edgington & Onghena (2007); resampling traditionHenri Theil (1950); P. K. Sen (1968)
유형Resampling-based inferenceNonparametric resampling testRobust linear regression
원전Efron, B. (1979). Bootstrap Methods: Another Look at the Jackknife. Annals of Statistics, 7(1), 1-26. DOI ↗Good, P. (2005). Permutation, Parametric and Bootstrap Tests of Hypotheses (3rd ed.). Springer. ISBN: 978-0387202792Sen, P. K. (1968). Estimates of the Regression Coefficient Based on Kendall's Tau. Journal of the American Statistical Association, 63(324), 1379-1389. DOI ↗
별칭bootstrap, bootstrap resampling, nonparametric bootstrap, Bootstrap Çıkarımırandomization test, exact permutation test, re-randomization test, Permütasyon TestiTheil-Sen Tahmincisi, Theil-Sen regression, median slope estimator, Sen's slope estimator
관련556
요약Bootstrap 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 permutation test is a nonparametric resampling procedure that builds the sampling distribution of a test statistic directly from the data by repeatedly shuffling the group labels. Developed in the resampling tradition and treated systematically by Good (2005) and Edgington & Onghena (2007), it requires no parametric distributional assumption and yields an exact p-value.The Theil-Sen estimator is a robust linear regression method that estimates the slope as the median of the slopes computed over all pairs of data points. Introduced by Henri Theil in 1950 and extended by P. K. Sen in 1968, it tolerates outliers in the response with a breakdown point of about 29%.
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ScholarGate방법 비교: Bootstrap Inference · Permutation Test · Theil-Sen Estimator. 2026-06-18에 다음에서 검색함: https://scholargate.app/ko/compare