*** Warning! This Shiny App has not been validated enough! There is no warranty for the app! ***
https://puneet-talwar.shinyapps.io/GAMLSSToolbox/
The current version of GAMLSS shiny toolbox can be used to
- fit basic GAMLSS models
- identify fit distribution family for the dependent variables
- run analysis for a multiple dependent and independent variables simultaneously
Usage:
- Data input format: xlsx or csv file with header row containing variable names.
- By default first sheet will be used as the input. Ex. mtcars, sleepstudy (lme4)"
- Missing values are either blank/empty cells in the data
- For outlier removal specify the standard deviation value (ex. 3)
- Multiple covariates can be selected from the input data (age sex bmi)
- Run the first model with Normal (NO) distribution and check the fit distribution family recommendation output by gamlss. Multiple fit families can be selected for good-of-fit comparison.
- For family of distributions Refer- https://www.gamlss.com/wp-content/uploads/2023/06/gamlssreferencecard.pdf
- Custom equation format : y ~ x1 + x2
Note:
- The summary output can use either 'vcov' or 'qr' for summary type; 'vcov' is the default.
For using splines in a GAMLSS model, custom equation option should be used.
Currently, it does not support Random effects.