RECONCILING RECALLED DATES OF DEVELOPMENTAL MILESTONES, EVENTS AND TRANSITIONS - A MIXED GENERALIZED LINEAR-MODEL WITH RANDOM MEAN AND VARIANCE FUNCTIONS

Citation
A. Pickles et al., RECONCILING RECALLED DATES OF DEVELOPMENTAL MILESTONES, EVENTS AND TRANSITIONS - A MIXED GENERALIZED LINEAR-MODEL WITH RANDOM MEAN AND VARIANCE FUNCTIONS, Journal of the Royal Statistical Society. Series A. Statistics in society, 159, 1996, pp. 225-234
Citations number
21
Categorie Soggetti
Statistic & Probability","Statistic & Probability
ISSN journal
09641998
Volume
159
Year of publication
1996
Part
2
Pages
225 - 234
Database
ISI
SICI code
0964-1998(1996)159:<225:RRDODM>2.0.ZU;2-3
Abstract
Reconciliation of conflicting reports on the dating of events has typi cally been approached as 'data cleaning'. We present an alternative ap proach of modelling discrepancies by a statistical measurement model. The model combines two explanations of 'telescoping', systematic compr ession of the timescale and heteroscedastic random measurement error. The model can be viewed as a mixed generalized linear model with rando m effects within both mean and variance functions, or alternatively as involving multiplicative random effects. We illustrate the model in t he context of multiple mothers' reports of the onset of puberty in the ir daughters. Estimated by penalized or predictive quasi-likelihood, t he model correctly distinguished the different mechanisms for telescop ing and provided much improved estimates of the true age-of-onset dist ribution.