Książka Nonlinear Mixed-effects Models and Bootstrap resampling Rachid El Halimi

Nonlinear Mixed-effects Models and Bootstrap resampling

Język: Angielski
Oprawa: Miękka
Wydawca: VDM Verlag
Dostępność: Dostępna u dostawcy
Wysyłamy za 9-15 dni
337.62
In the past decade, mixed-effects modelling has §received a great deal of attention in applied and §...

Informacje o książce

Język
Angielski
Oprawa
Książka - Miękka
Data wydania
2009
strony
320
EAN
9783639153170
ISBN
3639153170
Enbook ID
06823830
Wydawca
Waga
472
Wymiary
152 x 229 x 18

Pełny opis

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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