Likelihood ratio-based confidence bands for survival functions

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION(1997)

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摘要
Thomas and Grunkemeier introduced a nonparametric likelihood ratio approach to confidence interval estimation of survival probabilities based on right-censored data. We construct simultaneous confidence bands using this approach. The boundaries of the bands are contained within [0, 1]. A procedure essentially equivalent to a bias correction is developed. The resulting increase in coverage accuracy is illustrated by an example and a simulation study. We look at various versions of log-likelihood ratio-based confidence bands and compare them to the Hall-Wellner band and Nair's equal precision band. We also construct likelihood ratio-based bands for cumulative hazard functions.
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关键词
bias correction,cumulative hazard rate,Kaplan-Meier estimator,likelihood ratio statistic
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