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ANOVA mạnh mẽ (Trung bình cắt tỉa & Welch)×Suy luận Bootstrap×Kiểm định hoán vị (Ngẫu nhiên hóa)×Ước lượng Theil-Sen×
Lĩnh vựcThống kêThống kêThống kêThống kê
HọRegression modelRegression modelRegression modelRegression model
Năm ra đời1951197920051968
Người khởi xướngWelch (1951); robust trimmed-mean approach popularised by WilcoxBradley EfronGood (2005); Edgington & Onghena (2007); resampling traditionHenri Theil (1950); P. K. Sen (1968)
LoạiRobust one-way analysis of varianceResampling-based inferenceNonparametric resampling testRobust linear regression
Công trình gốcWelch, B. L. (1951). On the comparison of several mean values: an alternative approach. Biometrika, 38(3/4), 330-336. DOI ↗Efron, 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 ↗
Tên gọi khácWelch ANOVA, trimmed-mean ANOVA, heteroscedastic one-way ANOVA, Robust ANOVA (Welch & Trimmed Mean)bootstrap, 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
Liên quan5556
Tóm tắtRobust ANOVA compares the central tendency of three or more groups when the classical assumptions of normality and equal variances fail. It combines Welch's heteroscedasticity-adjusted statistic, introduced by Welch in 1951, with trimmed-mean tests advanced by Wilcox, giving reliable comparisons in the presence of outliers and unequal group spreads.Bootstrap 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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ScholarGateSo sánh phương pháp: Robust ANOVA · Bootstrap Inference · Permutation Test · Theil-Sen Estimator. Truy cập ngày 2026-06-18 từ https://scholargate.app/vi/compare