Detail kurzu
Longitudinal Data Analysis Using Discrete and Continuous Responses
EDU Trainings s.r.o.
Popis kurzu
This course is for scientists and analysts who want to analyze observational data collected over time. It is not for SAS users who have collected data in a complicated experimental design. They should take the Mixed Models Analyses Using SAS course instead. The self-study e-learning includes:Annotatable course notes in PDF format. Virtual lab time to practice.
Obsah kurzu
Longitudinal Data Analysis ConceptsUnderstanding the merits and analytical problems associated with longitudinal data analysis.Exploratory Data AnalysisGraphing individual and group profiles.Identifying cross-sectional and longitudinal patterns.General Linear Mixed ModelUnderstanding the concepts behind the linear mixed model.Examining the different covariance structures available in PROC MIXED.Fitting a general linear mixed model in PROC MIXED.Evaluating Covariance StructuresCreating a sample variogram that illustrates the error components in your model.Plotting information criteria for models with selected covariance structures.Model Development, Interpretation, and AssessmentLearning the model building strategies in PROC MIXED.Creating interaction plots.Specifying heterogeneity in the covariance structure.Computing predictions using EBLUPs.Fitting a random coefficient model in PROC MIXED.Generating diagnostic plots in PROC MIXED using ODS Graphics.Generalized Linear Mixed ModelsFitting a binary generalized linear mixed model in PROC GLIMMIX.Applications Using PROC GLIMMIXFitting an ordinal generalized linear mixed model in PROC GLIMMIX.Fitting a generalized linear mixed model with splines in PROC GLIMMIX.GEE Regression ModelsFitting a binary GEE model in PROC GENMOD.Cieľová skupina
Epidemiologists, social scientists, physical scientists, and business analysts
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