Local Interpretable Model-agnostic Explanations
GPTKB entity
Statements (20)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
machine learning technique
|
| gptkbp:abbreviation |
gptkb:LIME
|
| gptkbp:citation |
gptkb:Why_Should_I_Trust_You?_Explaining_the_Predictions_of_Any_Classifier
|
| gptkbp:field |
explainable artificial intelligence
|
| https://www.w3.org/2000/01/rdf-schema#label |
Local Interpretable Model-agnostic Explanations
|
| gptkbp:method |
fitting interpretable models locally
perturbation of input data |
| gptkbp:modelAgnostic |
true
|
| gptkbp:openSource |
https://github.com/marcotcr/lime
|
| gptkbp:proposedBy |
gptkb:Marco_Tulio_Ribeiro
gptkb:Carlos_Guestrin gptkb:Sameer_Singh |
| gptkbp:publicationYear |
2016
|
| gptkbp:purpose |
explain predictions of any classifier
|
| gptkbp:type |
post-hoc explanation method
|
| gptkbp:usedFor |
feature importance analysis
interpreting black-box models model debugging |
| gptkbp:bfsParent |
gptkb:LIME
|
| gptkbp:bfsLayer |
6
|