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• W3113230669 abstract "Random effect models have been popularly used as a mainstream statistical technique over several decades; and the same can be said for response transformation models such as the Box–Cox transformation. The latter aims at ensuring that the assumptions of normality and of homoscedasticity of the response distribution are fulfilled, which are essential conditions for inference based on a linear model or a linear mixed model. However, methodology for response transformation and simultaneous inclusion of random effects has been developed and implemented only scarcely, and is so far restricted to Gaussian random effects. We develop such methodology, thereby not requiring parametric assumptions on the distribution of the random effects. This is achieved by extending the ‘Nonparametric Maximum Likelihood’ towards a ‘Nonparametric profile maximum likelihood’ technique, allowing to deal with overdispersion as well as two-level data scenarios." @default.
• W3113230669 created "2020-12-21" @default.
• W3113230669 creator A5025794736 @default.
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• W3113230669 date "2020-12-13" @default.
• W3113230669 modified "2023-10-17" @default.
• W3113230669 title "Response transformations for random effect and variance component models" @default.
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• W3113230669 doi "https://doi.org/10.1177/1471082x20966919" @default.
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