Search results for "Dichotomizing"

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Subject-specific odds ratios in binomial GLMMs with continuous response

2007

In a regression context, the dichotomization of a continuous outcome variable is often motivated by the need to express results in terms of the odds ratio, as a measure of association between the response and one or more risk factors. Starting from the recent work of Moser and Coombs (Odds ratios for a continuous outcome variable without dichotomizing, Statistics in Medicine, 2004, 23, 1843-1860), in this article we explore in a mixed model framework the possibility of obtaining odds ratio estimates from a regression linear model without the need of dichotomizing the response variable. It is shown that the odds ratio estimators derived from a linear mixed model outperform those from a binom…

Statistics and ProbabilityGeneral linear modelProper linear modelDichotomizingBinomial regressionLinear modelLogistic regressionOdds ratioEfficiencyRandom effects modelLogistic regressionGeneralized linear mixed modelRandom effectStatisticsEconometricsDiagnostic odds ratioStatistics Probability and UncertaintySettore SECS-S/01 - StatisticaMathematics
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