قارن الطرق

	الاستدلال بالتمهيد	انحدار الكميات (الصيغ غير المعلمية)
المجال	الإحصاء	الإحصاء
العائلة	Regression model	Regression model
سنة النشأة	1979	1978
صاحب الطريقة	Bradley Efron	Koenker & Bassett
النوع	Resampling-based inference	Quantile regression (nonparametric variants)
المصدر التأسيسي	Efron, B. (1979). Bootstrap Methods: Another Look at the Jackknife. Annals of Statistics, 7(1), 1-26.	Koenker, R. & Bassett, G. (1978). Regression Quantiles. Econometrica, 46(1), 33-50.
الأسماء البديلة	bootstrap, bootstrap resampling, nonparametric bootstrap, Bootstrap Çıkarımı	quantile regression, median regression, distribution-free quantile regression, Kantil Regresyon (Nonparametric Varyantlar)
ذات صلة	5	5
الملخص	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.	Quantile regression, introduced by Koenker and Bassett in 1978, models a chosen conditional quantile (such as the median or the 25th and 75th percentiles) of a continuous outcome rather than its mean. Its nonparametric variants fit these quantile relationships without assuming a distribution for the errors, making them a robust complement to mean-based regression on skewed data.