Confidence Intervals for the Current Status Model

Journal Article (2018)
Author(s)

Piet Groeneboom (TU Delft - Electrical Engineering, Mathematics and Computer Science)

Kim Hendrickx (Universiteit Hasselt)

Research Group
Statistics
DOI related publication
https://doi.org/10.1111/sjos.12294 Final published version
More Info
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Publication Year
2018
Language
English
Research Group
Statistics
Issue number
1
Volume number
45
Pages (from-to)
135-163
Downloads counter
159

Abstract

We discuss a new way of constructing pointwise confidence intervals for the distribution function in the current status model. The confidence intervals are based on the smoothed maximum likelihood estimator, using local smooth functional theory and normal limit distributions. Bootstrap methods for constructing these intervals are considered. Other methods to construct confidence intervals, using the non-standard limit distribution of the (restricted) maximum likelihood estimator, are compared with our approach via simulations and real data applications.