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انحدار ذي الحدين السلبي×انحدار المربعات الصغرى العادية (OLS)×انحدار الكوانتيل×
المجالالاقتصاد القياسيالاقتصاد القياسيالاقتصاد القياسي
العائلةRegression modelRegression modelRegression model
سنة النشأة201120191978
صاحب الطريقةHilbe (textbook treatment); generalized linear model frameworkWooldridge (textbook treatment); classical least squaresKoenker & Bassett
النوعGeneralized linear model for count dataLinear regressionConditional quantile regression
المصدر التأسيسيHilbe, J. M. (2011). Negative Binomial Regression (2nd ed.). Cambridge University Press. DOI ↗Wooldridge, J. M. (2019). Introductory Econometrics: A Modern Approach (7th ed.). Cengage Learning. ISBN: 978-1337558860Koenker, R. & Bassett, G., Jr. (1978). Regression Quantiles. Econometrica, 46(1), 33-50. DOI ↗
الأسماء البديلةNB regression, NB2 regression, negatif binom regresyonuordinary least squares, classical linear regression, linear regression, en küçük kareler regresyonuconditional quantile regression, regression quantiles, Kantil Regresyon
ذات صلة455
الملخصNegative Binomial Regression is a generalized linear model for count outcomes that extends Poisson regression to handle overdispersion, where the variance of the counts exceeds their mean. Developed in the GLM tradition and treated in depth by Hilbe (2011), it adds a dispersion parameter so that inference stays valid when Poisson would understate the spread of the data.Ordinary Least Squares is the classical linear regression method that explains a continuous outcome as a linear combination of predictors. It estimates the coefficients by minimising the sum of squared residuals, and under the Gauss-Markov assumptions these estimates are the best linear unbiased estimator (BLUE).Quantile regression models conditional quantiles of an outcome - the median, the 25th or 75th percentile, and so on - rather than the conditional mean that OLS targets. Introduced by Koenker and Bassett in 1978, it reveals how predictors act across the whole distribution, including its tails.
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ScholarGateقارن الطرق: Negative Binomial Regression · OLS Regression · Quantile Regression. استُرجع بتاريخ 2026-06-18 من https://scholargate.app/ar/compare