REVEL Framework to Measure Local Linear Explanations for Black-Box Models: Deep Learning Image Classification Case Study

Table 56

Wilcoxon test for the different XAI methods and the prescriptivity metric in the CIFAR100 dataset.

	LIME 2	LIME 3	LIME 4	LIME 5	LIME 6	LIME 7	LIME 8	SHAP global	SHAP local
LIME 2	—	—	—	—	—	—	—	—	—
LIME 3	0.241746	—	—	—	—	—	—	—	—
LIME 4	0.543763	0.429915	—	—	—	—	—	—	—
LIME 5	0.72744	0.90477	0.63844	—	—	—	—	—	—
LIME 6	0.310117	0.944617	0.514841	0.780728	—	—	—	—	—
LIME 7	0.629185	0.637106	0.808105	0.765539	0.626447	—	—	—	—
LIME 8	0.227314	0.655869	0.2653	0.301112	0.598209	0.290457	—	—	—
SHAP global	0.0	0.0	0.0	0.0	0.0	0.0	0.0	—	—
SHAP local	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	—