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Bayesovská Coxova regresia×Bayesovská regresia prežitia×
OdborŠtatistikaŠtatistika
RodinaRegression modelRegression model
Rok vzniku1972 (Cox PH); 2001 (Bayesian treatment)1990s–2001
TvorcaCox (1972) for the base model; Bayesian formulation by Sinha, Chen & Ghosh (1990s); comprehensive treatment by Ibrahim, Chen & Sinha (2001)Ibrahim, Chen & Sinha (seminal textbook treatment, 2001); broader Bayesian framework: Gelman et al.
TypSurvival regressionBayesian parametric/semiparametric regression
Pôvodný zdrojIbrahim, J. G., Chen, M.-H., & Sinha, D. (2001). Bayesian Survival Analysis. Springer. ISBN: 978-0387952772Ibrahim, J. G., Chen, M.-H., & Sinha, D. (2001). Bayesian Survival Analysis. Springer. ISBN: 978-0387952772
Ďalšie názvyBayesian Cox PH model, Bayesian proportional hazards model, Bayesian survival regression, BCoxBayesian time-to-event regression, Bayesian parametric survival model, Bayesian survival analysis, Bayesian accelerated failure time model
Príbuzné65
ZhrnutieBayesian Cox regression combines the Cox proportional hazards model for time-to-event data with Bayesian inference. Instead of point estimates, it produces full posterior distributions over the hazard ratios, naturally incorporating prior knowledge and providing coherent uncertainty quantification even with small samples or informative censoring.Bayesian Survival Regression combines parametric or semiparametric survival models — such as Weibull, log-normal, or Cox proportional hazards — with Bayesian inference. Instead of point estimates, it produces full posterior distributions for regression coefficients and the baseline hazard, naturally handling censored observations and incorporating prior knowledge about event times or covariate effects.
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ScholarGatePorovnať metódy: Bayesian Cox Regression · Bayesian Survival regression. Získané 2026-06-18 z https://scholargate.app/sk/compare