Krahasoni metodat

	OLS Bayesiane (Regresioni Klasik i Minit të Karkasave Bayesiane)	Modeli i Efekteve Rastësore Bayesian
Fusha	Ekonometri	Ekonometri
Familja	Regression model	Regression model
Viti i origjinës	1971	1972–1995
Krijuesi	Arnold Zellner	Lindley & Smith (1972); extended by Gelman, Rubin and colleagues
Lloji	Bayesian linear regression	Bayesian hierarchical panel model
Burimi themelues	Zellner, A. (1971). An Introduction to Bayesian Inference in Econometrics. Wiley. ISBN: 978-0471169376	Gelman, A., Carlin, J. B., Stern, H. S., Dunson, D. B., Vehtari, A., & Rubin, D. B. (2013). Bayesian Data Analysis (3rd ed.). CRC Press. ISBN: 978-1439840955
Emërtime të tjera	Bayesian linear regression, Bayesian normal regression, BLR, Bayesian least squares	Bayesian hierarchical model, Bayesian mixed effects model, Bayesian multilevel model, BREM
Të lidhura	5	5
Përmbledhja	Bayesian OLS combines the classical linear regression likelihood with prior distributions over the coefficients and error variance. Rather than reporting point estimates, it produces full posterior distributions that quantify both estimated effects and their uncertainty. The approach is especially valuable when prior knowledge is available or when samples are small.	The Bayesian random effects model combines panel-data random effects with a Bayesian prior framework, allowing unit-specific effects to be treated as draws from a population distribution whose hyperparameters are estimated from the data. This produces regularised, uncertainty-quantified estimates that borrow strength across units — particularly valuable for short panels, sparse groups, or settings where frequentist variance-component estimation is unstable.