SMOOTHING GROUPED BIVARIATE DATA TO OBTAIN THE INCUBATION PERIOD DISTRIBUTION OF AIDS

被引:4
作者
TAYLOR, JMG
CHON, Y
机构
[1] Department of Biostatistics, UCLA School of Public Health, Los Angeles, California
关键词
D O I
10.1002/sim.4780130907
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We use a penalized likelihood approach to obtain a smooth estimate of a bivariate distribution from grouped data where each observation consists of a region in a plane. The purpose of the analysis is to estimate the incubation period distribution of AIDS from the Multicenter AIDS Cohort Study, a prevalent cohort of homosexual men. In this article we illustrate the usefulness of the penalized likelihood approach. We also discuss the use of a cross-validation and a Bayesian scheme to choose the smoothing parameters and bootstrap samples to assess uncertainty.
引用
收藏
页码:969 / 981
页数:13
相关论文
共 17 条
[1]   NONPARAMETRIC-ESTIMATION OF THE INCUBATION PERIOD OF AIDS BASED ON A PREVALENT COHORT WITH UNKNOWN INFECTION TIMES [J].
BACCHETTI, P ;
JEWELL, NP .
BIOMETRICS, 1991, 47 (03) :947-960
[3]   CENSORING IN AN EPIDEMIC WITH AN APPLICATION TO HEMOPHILIA-ASSOCIATED AIDS [J].
BROOKMEYER, R ;
GOEDERT, JJ .
BIOMETRICS, 1989, 45 (01) :325-335
[4]   TIME FROM INFECTION WITH HIV TO ONSET OF AIDS IN PATIENTS WITH HEMOPHILIA IN THE UK [J].
DARBY, SC ;
DOLL, R ;
THAKRAR, B ;
RIZZA, CR ;
COX, DR .
STATISTICS IN MEDICINE, 1990, 9 (06) :681-689
[5]  
DEGRUTTOLA V, 1989, BIOMETRICS, V45, P1
[6]  
DETELS R, 1988, J ACQ IMMUN DEF SYND, V1, P390
[7]   PENALIZED LIKELIHOOD FOR GENERAL SEMIPARAMETRIC REGRESSION-MODELS [J].
GREEN, PJ .
INTERNATIONAL STATISTICAL REVIEW, 1987, 55 (03) :245-259
[8]   THE UNSEEN SAMPLE IN COHORT STUDIES - ESTIMATION OF ITS SIZE AND EFFECT [J].
HOOVER, DR ;
MUNOZ, A ;
CAREY, V ;
ODAKA, N ;
TAYLOR, JMG ;
CHMIEL, JS ;
ARMSTRONG, J ;
VERMUND, SH .
STATISTICS IN MEDICINE, 1991, 10 (12) :1993-2003
[9]   MATHEMATICAL-MODELING OF THE TRANSMISSION DYNAMICS OF HIV INFECTION AND AIDS - A REVIEW [J].
ISHAM, V .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY, 1988, 151 :5-30
[10]  
KALBFLEISCH JD, 1980, STATISTICAL ANAL FAI