` Reference curves based on non-parametric quantile regression

被引:40
作者
Gannoun, A [1 ]
Girard, S
Guinot, C
Saracco, J
机构
[1] Univ Montpellier 2, Lab Probabil & Stat, Pl Eugene Bataillon, F-34095 Montpellier 5, France
[2] CERIES, F-92521 Neuilly sur Seine, France
关键词
reference curves; conditional quantiles; non-parametric estimation; kennel estimation; local constant kennel estimation; double kennel estimation;
D O I
10.1002/sim.1226
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Reference curves which take time into account, such as those for age, are often required in medicine, but simple systematic and efficient statistical methods for constructing them are lacking. Classical methods are based on parametric fitting (polynomial curves). Semi-parametric methods are also widely used especially in Europe. Here, we propose a new methodology for the estimation of reference intervals for data sets, based on non-parametric estimation of conditional quantiles. The derived methods should be applicable to all clinical (or more generally biological) variables that are measured on a continuous quantitative scale. As an example, we analyse a data set collected to establish reference curves for biophysical properties of the skin of healthy French women. The results are compared to those obtained with Royston's polynomial parametric method and the semi-parametric LMS approach. Copyright (C) 2002 John Wiley Sons, Ltd.
引用
收藏
页码:3119 / 3135
页数:17
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