A New Intelligent Medical Decision Support System Based on Enhanced Hierarchical Clustering and Random Decision Forest for the Classification of Alcoholic Liver Damage, Primary Hepatoma, Liver Cirrhosis, and Cholelithiasis

Table 2

The simulation results of intelligence-integrated models.

Classification model	RF	ERF	HC-RF	HC-ERF	EHC-ERF
Accuracy	85.71%	86.96%	91.3%	93.79%	96.27%
TPR	85.7%	87%	91.3%	93.8%	96.3%
Precision	86.9%	87.7%	91.1%	93.8%	96.4%
F-measure	86%	87%	91.1%	93.6%	96.1%
Kappa statistic	80.92%	82.57%	76.27%	82.75%	88.23%
MAE	13.52%	12.41%	6.04%	6.27%	5.99%
RMSE	24.68%	22.17%	19.56%	14.74%	14.9%