๐”– Bobbio Scriptorium
โœฆ   LIBER   โœฆ

Asymptotic efficiency of a proportional hazards model with cure

โœ Scribed by Alexander Tsodikov


Book ID
104302841
Publisher
Elsevier Science
Year
1998
Tongue
English
Weight
450 KB
Volume
39
Category
Article
ISSN
0167-7152

No coin nor oath required. For personal study only.

โœฆ Synopsis


Nonparametric estimators of survivor function can be used in the presence of long-term survivors to estimate the probability of cure by the last point of a survivor curve. To explain the presence of long-term survivors the cumulative hazard is assumed bounded but otherwise unspecified to yield an improper survivor function. Within this formulation the PH model is asymptotically fully efficient as compared to a parametric model under certain conditions when estimating the ratio of cure rates. However, this is not the case if estimation of cure rates in absolute terms is of interest. The asymptotic relative efficiency tends to zero as the probability of cure decreases. It also decreases with increase of the coefficient of variation of covariates approaching the value computed under homogeneity. Partial likelihood is shown to be inefficient if the baseline hazard is completely known. ~


๐Ÿ“œ SIMILAR VOLUMES


Estimation of survival based on proporti
โœ A. Tsodikov ๐Ÿ“‚ Article ๐Ÿ“… 2001 ๐Ÿ› Elsevier Science ๐ŸŒ English โš– 765 KB

## Infereuce based on the proportional hazards model is discussed in the presence of longterm survivors. The model is formulated as a cure model yielding an improper survivor function. An algorithm is proposed to fit the proportional hazards model restricted by the fixed survival rates at the end