Statements (24)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
explainable AI method
|
| gptkbp:appliesTo |
machine learning models
|
| gptkbp:author |
gptkb:Scott_Lundberg
|
| gptkbp:basedOn |
Shapley values
|
| gptkbp:citation |
10000+
|
| gptkbp:fullName |
gptkb:SHapley_Additive_exPlanations
|
| gptkbp:hasModel |
deep learning models
linear models tree-based models |
| gptkbp:hasPythonLibrary |
gptkb:shap
|
| gptkbp:hasWebsite |
https://github.com/slundberg/shap
|
| https://www.w3.org/2000/01/rdf-schema#label |
SHAP
|
| gptkbp:introducedIn |
2017
|
| gptkbp:openSource |
yes
|
| gptkbp:provides |
local explanations
global explanations |
| gptkbp:publishedIn |
gptkb:NIPS_2017
|
| gptkbp:relatedTo |
gptkb:LIME
feature attribution |
| gptkbp:usedFor |
feature importance
model interpretability |
| gptkbp:bfsParent |
gptkb:LIME
gptkb:explainable_AI |
| gptkbp:bfsLayer |
6
|