JOURNAL ARTICLE

Regression with Doubly Censored Current Status Data

Daniel RabinowitzNicholas P. Jewell

Year: 1996 Journal:   Journal of the Royal Statistical Society Series B (Statistical Methodology) Vol: 58 (3)Pages: 541-550   Publisher: Oxford University Press

Abstract

SUMMARY Data from settings in which an initiating event and a subsequent event occur in sequence are called doubly censored current status data if the time of neither event is observed directly, but instead it is determined at a random monitoring time whether either the initiating or subsequent event has yet occurred. This paper is concerned with using doubly censored current status data to estimate the regression coefficient in an accelerated failure time model for the length of time between the initiating event and the subsequent event. Motivated by a problem in the epidemiology of acquired immune deficiency syndrome, attention here is focused on a special case, the case in which the initiating event, given that it has occurred before the monitoring time, may be assumed to follow a uniform distribution. The main result is that the likelihood in the special case has the same structure as the likelihood in a simpler setting, the setting in which the time of the initiating event is known. The result allows methods developed for the simpler setting to be applied in the special case. The results of the application of the approach to real data are reported.

Keywords:
Event (particle physics) Statistics Regression Regression analysis Computer science Proportional hazards model Current (fluid) Econometrics Mathematics Engineering

Metrics

15
Cited By
1.30
FWCI (Field Weighted Citation Impact)
18
Refs
0.78
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Statistical Methods and Inference
Physical Sciences →  Mathematics →  Statistics and Probability
Statistical Methods and Bayesian Inference
Physical Sciences →  Mathematics →  Statistics and Probability
Advanced Causal Inference Techniques
Physical Sciences →  Mathematics →  Statistics and Probability

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