विधियों की तुलना करें
चुनी हुई विधियों की आमने-सामने समीक्षा करें; भिन्नता वाली पंक्तियाँ रेखांकित हैं।
| बायेसियन फिक्स्ड इफेक्ट्स मॉडल× | बेयसियन पैनल डेटा विश्लेषण× | |
|---|---|---|
| क्षेत्र | अर्थमिति | अर्थमिति |
| परिवार | Regression model | Regression model |
| उद्भव वर्ष≠ | 2000–2008 | 1971–1999 |
| प्रवर्तक≠ | Chib (2008); Lancaster (2000) | Zellner (1971); Hsiao, Pesaran, and Tahmiscioglu (1999) |
| प्रकार≠ | Bayesian panel regression | Bayesian estimation for panel data |
| मौलिक स्रोत≠ | Lancaster, T. (2000). The incidental parameter problem since 1948. Journal of Econometrics, 95(2), 391–413. DOI ↗ | Hsiao, C. (2003). Analysis of Panel Data (2nd ed.). Cambridge University Press. ISBN: 978-0521522717 |
| उपनाम | Bayesian within estimator, Bayesian FE model, Bayesian individual fixed effects, Bayesian least squares dummy variable | Bayesian panel model, Bayesian longitudinal model, hierarchical panel model, Bayesian multilevel panel |
| संबंधित | 5 | 5 |
| सारांश≠ | The Bayesian fixed effects model applies Bayesian inference to the classical within-group panel estimator. Unit-specific intercepts capture time-invariant unobserved heterogeneity, while prior distributions on all parameters allow probability statements about coefficients and full uncertainty quantification via the posterior distribution. | Bayesian panel data analysis applies Bayesian inference to models with repeated observations on multiple units. By placing prior distributions on coefficients and variance components, it merges prior knowledge with the observed panel likelihood to produce full posterior distributions for fixed or random effects, slope heterogeneity, and variance parameters — rather than point estimates and asymptotic standard errors. |
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