SMOOTHING REFERENCE CENTILE CURVES - THE LMS METHOD AND PENALIZED LIKELIHOOD

被引:2165
作者
COLE, TJ [1 ]
GREEN, PJ [1 ]
机构
[1] UNIV BRISTOL,DEPT MATH,BRISTOL BS8 1TW,AVON,ENGLAND
关键词
D O I
10.1002/sim.4780111005
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Reference centile curves show the distribution of a measurement as it changes according to some covariate, often age. The LMS method summarizes the changing distribution by three curves representing the median, coefficient of variation and skewness, the latter expressed as a Box-Cox power. Using penalized likelihood the three curves can be fitted as cubic splines by non-linear regression, and the extent of smoothing required can be expressed in terms of smoothing parameters or equivalent degrees of freedom. The method is illustrated with data on triceps skinfold in Gambian girls and women, and body weight in U.S.A. girls.
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页码:1305 / 1319
页数:15
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