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النموذج الخطي المعمم (GLM)×انحدار المربعات الصغرى العادية (OLS)×
المجالالإحصاءالاقتصاد القياسي
العائلةRegression modelRegression model
سنة النشأة19722019
صاحب الطريقةJohn A. Nelder & Robert W. M. WedderburnWooldridge (textbook treatment); classical least squares
النوعRegression frameworkLinear regression
المصدر التأسيسيNelder, J. A., & Wedderburn, R. W. M. (1972). Generalized linear models. Journal of the Royal Statistical Society: Series A (General), 135(3), 370–384. DOI ↗Wooldridge, J. M. (2019). Introductory Econometrics: A Modern Approach (7th ed.). Cengage Learning. ISBN: 978-1337558860
الأسماء البديلةGLM, generalized regression, exponential family regression, link-function modelordinary least squares, classical linear regression, linear regression, en küçük kareler regresyonu
ذات صلة65
الملخصThe Generalized Linear Model is a unified regression framework that extends ordinary linear regression to outcomes from the exponential family — including binary, count, proportion, and continuous positive outcomes. A link function connects the linear predictor to the mean of the response, enabling principled modelling beyond the Gaussian case.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).
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ScholarGateقارن الطرق: Generalized Linear Model · OLS Regression. استُرجع بتاريخ 2026-06-15 من https://scholargate.app/ar/compare