This repository provides example code to create simulated datasets and pre-process the real-world dataset used in:
Kammer M, Dunkler D, Michiels S, Heinze G. Evaluating methods for Lasso selective inference in biomedical research by a comparative simulation study. (Pre-print version available at https://arxiv.org/abs/2005.07484)
Each file provides standalone code which can be sourced to play around with the simulation designs or obtain the dataset used in the real-world example.
Realistic_Setup_Demo.R
: code for the realistic simulation setup.Toy_Setup_Demo.R
: code for the toy simulation setup.Bodyfat_Demo.R
: code for processing the dataset for the real data example.
The code uses the statistical software R
(>= 4.0) and the simdata
(>= 0.3.0.9000) package available
here.