LIME (Local Interpretable Model-agnostic Explanations)

GPTKB entity

Predicate	Object
gptkbp:instanceOf	explainable AI technique
gptkbp:abbreviation	gptkb:Local_Interpretable_Model-agnostic_Explanations
gptkbp:appliesTo	classification models regression models any black-box model
gptkbp:citation	high
gptkbp:explanationType	local
gptkbp:field	gptkb:artificial_intelligence gptkb:machine_learning
https://www.w3.org/2000/01/rdf-schema#label	LIME (Local Interpretable Model-agnostic Explanations)
gptkbp:introduced	gptkb:Marco_Tulio_Ribeiro gptkb:Carlos_Guestrin gptkb:Sameer_Singh
gptkbp:introducedIn	2016
gptkbp:method	perturbation of input data local surrogate models
gptkbp:modelAgnostic	true
gptkbp:openSource	gptkb:Python
gptkbp:output	interpretable explanation
gptkbp:publishedIn	gptkb:KDD_2016
gptkbp:purpose	explain predictions of black-box models
gptkbp:relatedTo	gptkb:SHAP gptkb:explainable_AI
gptkbp:usedFor	model interpretability trust in AI systems debugging machine learning models
gptkbp:website	https://github.com/marcotcr/lime
gptkbp:bfsParent	gptkb:Why_Should_I_Trust_You?_Explaining_the_Predictions_of_Any_Classifier
gptkbp:bfsLayer	7