articleTop 10% cited
Smoothing reference centile curves: The lms method and penalized likelihood
Statistics in Medicine · 1992 · Vol. 11(10) · pp. 1305–1319
Tim Cole✉P. J. Green(University of Bristol)
Abstract
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.
Advanced Statistical Methods and ModelsBody Composition Measurement TechniquesReliability and Agreement in MeasurementCovariateMathematicsSkewnessSmoothingStatisticsLinear regression
MeSH terms
AdolescentAdultChildChild, PreschoolComputer SimulationFemaleGambiaHumansInfantMiddle AgedReference ValuesSex FactorsSkinfold ThicknessUnited StatesModels, Statistical
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References
An Analysis of Transformations
Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1964 · 14,923 citations
Some Aspects of the Spline Smoothing Approach to Non-Parametric Regression Curve Fitting
Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1985 · 1,123 citations
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