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

Brain Informatics

Table 4 Studies incorporating LIME framework for explaining model predictions

References	Task	Data type	Sig. features	Classifier	Blackbox
[89]	mdDem versus moDem versus noDem versus vmDem	Image	OR8B8, ATP6V1G1	ML	SpinalNet
		Numeric	FZD4, HTR1F, OR68B2	DL	CNN, SVC
			GALNT6, ATP6AP1		XGBoost, KNN
			TGFBRAP1, ORGR1
[90]	noDem versus vmDem	Image	Super pixel generation	DL	VGG16, CNN, ResNet50, Inception v3
[91]	MCI versus AD	Numeric	Headplot	ML	SVM, ANN
			Spectogram	DL	CNN
[92]	HC versus AD	Categoric	Text	DL	BERT, BioBERT
			Vocubulary		BioClinicalBERT
			Word		RoBERTa, ALBERT
			Linguistic		XLNet, MTL-BERT
					ConvBERT
					MTL-BERT-DE
[93]	noDem versus vmDem versus mdDem versus moDem	Image	Super pixel generation	DL	CNN