From Blackbox to Explainable AI in Healthcare: Existing Tools and Case Studies

Table 8

The performances of various diagnostic models concerning XAI-driven features.

Approaches	Accuracy	Precision	Recall	F1 Score
Nearest neighbourhood	49.9	49.7	49.9	49.0
Bayes classifier	58.7	59.0	58.7	58.5
C4.5	56.4	56.7	56.4	54.7
Neural network	58.4	58.4	58.4	57.6
Random forest	57.5	57.5	57.5	56.9
SVM	58.9	59.0	58.9	58.6
Decision Table(XAI)	60.1	60.0	60.1	59.4