Interpreting artificial intelligence models: a systematic review on the application of LIME and SHAP in Alzheimer’s disease detection

Brain Informatics

Table 1 Comparing LIME and SHAP frameworks

Criteria	LIME	SHAP
Explanation scope	Focus on local interpretability	Offers global and local insights
Implementation and applicability	Local, global, model-agnostic	Local, global, model-agnostic
	Post-hoc	Post-hoc
Explanation type	Textual, visual	Numeric, visual
Github link	https://github.com/marcotcr/lime	https://github.com/slundberg/shap