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Nonlinear Mixed-effects Models and Bootstrap resampling

Language EnglishEnglish
Book Paperback
Book Nonlinear Mixed-effects Models and Bootstrap resampling Rachid El Halimi
Libristo code: 06823830
Publishers VDM Verlag, May 2009
In the past decade, mixed-effects modelling has §received a great deal of attention in applied and §... Full description
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In the past decade, mixed-effects modelling has §received a great deal of attention in applied and §theoretical statistical literature. Mixed models are §very flexible tools in analysing repeated measures §and hierarchical data. This monograph is divided §into three parts, the first presenting a "workshop" §of advanced analysis of some real data sets in the §context of the mixed models, which allows to favor §the conceptualization of the statistical modelling §in the theoretical - practical context. This part §provide an excellent starting point to analyze §longitudinal data. The second part was devoted to a §simulation study to assess the robustness of the §linearization and the two-stage methods under non-§normality of random effects and/or residuals. A §complementary simulation study was devoted to the §impact of incorrect assumptions on the true §structure of the random effects covariance matrix §and the true correlation pattern of residuals, over §the performance of the linearization approach. In §the last part, different bootstrap techniques were §suggested, to perform statistical inference based on §the repeated measures and on the NLME context.

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About the book

Full name Nonlinear Mixed-effects Models and Bootstrap resampling
Language English
Binding Book - Paperback
Date of issue 2009
Number of pages 320
EAN 9783639153170
ISBN 3639153170
Libristo code 06823830
Publishers VDM Verlag
Weight 472
Dimensions 152 x 229 x 18
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