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Model náhodných efektov s časovo premennými parametrami×Bayesovský model náhodných efektov×
OdborEkonometriaEkonometria
RodinaRegression modelRegression model
Rok vzniku1970–19751972–1995
TvorcaSwamy (1970); Hsiao (1975)Lindley & Smith (1972); extended by Gelman, Rubin and colleagues
TypPanel regression with time-varying random coefficientsBayesian hierarchical panel model
Pôvodný zdrojSwamy, P. A. V. B. (1970). Efficient inference in a random coefficient regression model. Econometrica, 38(2), 311–323. DOI ↗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
Ďalšie názvyTVP-RE model, random coefficient random effects model, time-varying random effects, TVP panel random effectsBayesian hierarchical model, Bayesian mixed effects model, Bayesian multilevel model, BREM
Príbuzné55
ZhrnutieThe time-varying parameter random effects model extends the classic random effects panel framework by allowing regression coefficients to change over time and across units. Rather than imposing a single fixed slope for all individuals and periods, each coefficient is treated as a random draw that evolves, capturing genuine parameter instability while preserving the random effects assumption that unit-specific components are uncorrelated with the regressors.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.
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ScholarGatePorovnať metódy: Time-varying parameter random effects model · Bayesian Random Effects Model. Získané 2026-06-17 z https://scholargate.app/sk/compare