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Bayesovská regresia prežitia×Bayesovská Coxova regresia×
OdborŠtatistikaŠtatistika
RodinaRegression modelRegression model
Rok vzniku1990s–20011972 (Cox PH); 2001 (Bayesian treatment)
TvorcaIbrahim, Chen & Sinha (seminal textbook treatment, 2001); broader Bayesian framework: Gelman et al.Cox (1972) for the base model; Bayesian formulation by Sinha, Chen & Ghosh (1990s); comprehensive treatment by Ibrahim, Chen & Sinha (2001)
TypBayesian parametric/semiparametric regressionSurvival 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 time-to-event regression, Bayesian parametric survival model, Bayesian survival analysis, Bayesian accelerated failure time modelBayesian Cox PH model, Bayesian proportional hazards model, Bayesian survival regression, BCox
Príbuzné56
ZhrnutieBayesian 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.Bayesian 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.
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ScholarGatePorovnať metódy: Bayesian Survival regression · Bayesian Cox Regression. Získané 2026-06-18 z https://scholargate.app/sk/compare