Skip to content

Gradient Boosted Decision Tree (GBDT) implementation with nested cross-validation (NCV) and SHapely Additive explanations (SHAP)

License

Notifications You must be signed in to change notification settings

Ellariel/imltools

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

15 Commits
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Interpretable Machine Learning Toolbox

ncvgbdt

Gradient Boosted Decision Tree (GBDT) implementation with Nested Cross-Validation (NCV) and SHapely Additive explanations (SHAP)

This code is a reused version with minor modifications by Danila Valko (d.v.valko[at]gmail.com) of Dr. David Steyrl's codebase (david.steyrl[at]gmail.com). Source code and description can be accessed at https://github.com/univiemops/iml and one example here https://doi.org/10.31219/osf.io/um69t. The SHAP project can be accessed here https://github.com/shap/shap.

You can cite this tool by mentioning one of Dr. Steryl's works, e.g. https://doi.org/10.1038/s41598-024-65088-z or https://doi.org/10.1371/journal.pone.0304285

About

Gradient Boosted Decision Tree (GBDT) implementation with nested cross-validation (NCV) and SHapely Additive explanations (SHAP)

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages