The Development of Web-based Graphical User Interface for Unified Modeling Data with Multi (Correlated) Responses
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Summary
This paper develops, using Shiny framework, standard pull down menu Web-GUI that unifies most models for correlated responses and finds that GEE, GLMM, HGLM gave very closed results.
- Type
- article
- Published
- 2018-04-01
- Cited by
- 2
- References
- 22
- Access
- Open access
- OpenAlex
- https://openalex.org/W2801284645
- Semantic Scholar
- https://api.semanticscholar.org/CorpusID:67362950
Keywords
Generalized linear mixed model, Generalized linear model, Marginal model, Generalized estimating equation, Graphical user interface
References
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- hglm: A Package for Fitting Hierarchical Generalized Linear Models
- R Package multgee: A Generalized Estimating Equations Solver for Multinomial Responses
- The R Package geepack for Generalized Estimating Equations
- Fitting Linear Mixed-Effects Models Using lme4
- Estimating equations for association structures
- Closing the Gap between Methodologists and End-Users: R as a Computational Back-End
- Longitudinal data analysis using generalized linear models
- Using the R Commander: A Point-and-Click Interface for R
- ggplot2 - Elegant Graphics for Data Analysis (2nd Edition)
- Online Statistical Modeling (Regression Analysis) for Independent Responses
- psych: Procedures for Personality and Psychological Research
- MuMIn : multi-model inference, R package version 0.12.0
- ggplot2