期刊
JOURNAL OF STATISTICAL SOFTWARE
卷 81, 期 12, 页码 1-23出版社
JOURNAL STATISTICAL SOFTWARE
DOI: 10.18637/jss.v081.i12
关键词
interval censoring; accelerated failure time; proportional hazards; proportional odds; survival analysis; semi-parametric regression; non-parametric
The non-parametric maximum likelihood estimator and semi-parametric regression models are fundamental estimators for interval censored data, along with standard fully-parametric regression models. The R package icenReg is introduced which contains fast, reliable algorithms for fitting these models. In addition, the package contains functions for imputation of the censored response variables and diagnostics of both regression effects and baseline distribution.
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