Cole T J, Green P J
MRC Dunn Nutrition Unit, Cambridge, U.K.
Stat Med. 1992 Jul;11(10):1305-19. doi: 10.1002/sim.4780111005.
Refence 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.
参考百分位数曲线展示了一项测量值随某个协变量(通常是年龄)变化时的分布情况。LMS方法通过三条曲线来概括变化的分布,这三条曲线分别代表中位数、变异系数和偏度,偏度表示为Box-Cox幂。使用惩罚似然法,这三条曲线可以通过非线性回归拟合为三次样条曲线,所需的平滑程度可以用平滑参数或等效自由度来表示。该方法通过冈比亚女孩和妇女的三头肌皮褶厚度数据以及美国女孩的体重数据进行了说明。