Table 12 Key attributes identified by different explainable AI (XAI) techniques and Interpreters.

From: Explainable artificial intelligence driven insights into smoking prediction using machine learning and clinical parameters

Method

Key Attributes Identified

Mutual Information

Hemoglobin, GTP, height, ALT, Weight

SHAP

Hemoglobin, GTP, height, triglycerides, Serum creatinine.

LIME

GTP, hemoglobin, blood pressure, triglycerides, Serum creatinine.

QLattice

Hemoglobin, height, triglycerides, GTP, Serum creatinine.

Anchor

Hemoglobin, GTP, height, weight, cholesterol.

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