Predicting colitis using penalised regression
Published:
Wrote an R tutorial for Imperial College students that demonstrates how penalised regression can be used to predict cases of colitis, using gene expression data.
The tutorial covers popular approaches such as the lasso, group lasso, and SLOPE. The optional section of the tutorial take a look at more advanced sparse-group methods, such as sparse-group lasso and sparse-group SLOPE.
The tutorial can be found here.