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Spoločný model pre longitudinálne dáta a dáta čas do udalosti×Model zdieľanej krehkosti pre zoskupené dáta prežitia×
OdborAnalýza prežívaniaAnalýza prežívania
RodinaSurvival analysisSurvival analysis
Rok vzniku20041979
TvorcaTsiatis, A.A. & Davidian, M.; Rizopoulos, D.Vaupel, J.W., Manton, K.G. & Stallard, E.
TypSemiparametric regression modelRandom effects survival model
Pôvodný zdrojRizopoulos, D. (2012). Joint Models for Longitudinal and Time-to-Event Data. CRC Press. DOI ↗Vaupel, J.W., Manton, K.G. & Stallard, E. (1979). The Impact of Heterogeneity in Individual Frailty on the Dynamics of Mortality. Demography, 16(3), 439–454. DOI ↗
Ďalšie názvyjoint model, shared random effects model, longitudinal-survival joint model, Joint Model (Boylamsal + Sağkalım Birleşik Model)shared frailty model, random effects survival model, Frailty Modeli (Paylaşılan Kırılganlık)
Príbuzné53
ZhrnutieThe joint model for longitudinal and time-to-event data, formalised by Tsiatis and Davidian in 2004 and extended comprehensively by Rizopoulos in 2012, simultaneously estimates a mixed-effects model for repeatedly measured biomarkers and a survival model for the time to an event, linking the two processes through shared random effects. It resolves two major problems that simpler approaches cannot handle: informative dropout from longitudinal studies and the endogeneity of time-varying biomarkers used as covariates in a Cox model.The shared frailty model, introduced by Vaupel, Manton, and Stallard in 1979, extends standard survival regression by incorporating a random effect — the 'frailty' — that captures unobserved heterogeneity among subjects or clusters. When survival outcomes are measured on individuals who share a common environment (patients in the same hospital, members of the same family, animals in the same litter), a frailty term accounts for the within-cluster dependence that ordinary Cox regression ignores.
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ScholarGatePorovnať metódy: Joint Model for Longitudinal and Survival Data · Frailty Model. Získané 2026-06-18 z https://scholargate.app/sk/compare