विधियों की तुलना करें
चुनी हुई विधियों की आमने-सामने समीक्षा करें; भिन्नता वाली पंक्तियाँ रेखांकित हैं।
| पैनल GARCH मॉडल× | वेक्टर ऑटोरिग्रेशन (VAR)× | |
|---|---|---|
| क्षेत्र | अर्थमिति | अर्थमिति |
| परिवार | Regression model | Regression model |
| उद्भव वर्ष≠ | 1986 (GARCH); panel extension 1990s–2000s | 1980 |
| प्रवर्तक≠ | Bollerslev (1986); extended to panel settings in subsequent literature | Christopher A. Sims |
| प्रकार≠ | Volatility model | Multivariate time-series model |
| मौलिक स्रोत≠ | Bollerslev, T. (1986). Generalized autoregressive conditional heteroskedasticity. Journal of Econometrics, 31(3), 307–327. DOI ↗ | Sims, C. A. (1980). Macroeconomics and Reality. Econometrica, 48(1), 1–48. DOI ↗ |
| उपनाम | panel GARCH, GARCH panel model, panel volatility model, panel conditional heteroscedasticity model | VAR, VAR model, vector autoregressive model, multivariate autoregression |
| संबंधित≠ | 6 | 5 |
| सारांश≠ | The Panel GARCH model extends Bollerslev's (1986) Generalized Autoregressive Conditional Heteroscedasticity framework to panel data, allowing conditional variance to evolve over time for each cross-sectional unit. It simultaneously captures unit-level heterogeneity and time-varying volatility clustering, making it the standard tool for modelling risk and uncertainty in multi-entity financial and macroeconomic panels. | Vector Autoregression is a multivariate time-series model in which each variable is regressed on its own lags and the lags of all other variables in the system. Originally proposed by Sims (1980) as a data-driven alternative to large structural macroeconomic models, VAR has become the standard workhorse for dynamic analysis in empirical economics and finance. |
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