Noninvasive Evaluation of Portal Hypertension Using a Supervised Learning Technique

Table 3

Best performing classification algorithms and attributes from five different groups.

Algorithm	Records	Increase	AUC	Best performing attributes
Naïve Bayes	91	40%	0.95	ALT, albumin, pararenal shunt, liver stiffness, spleen stiffness
Logistic regression	98	50.77%	0.96	Albumin, pararenal shunt, liver stiffness
lazy.Kstar	82	26.15%	0.97	Umbilical shunt, pararenal shunt, hepatic venous blood flow type, splenic vein width, liver stiffness
Decision Table	103	58.46%	0.89	Albumin, liver stiffness
Random Forest	107	64.62%	0.96	Age, albumin, pararenal shunt, liver stiffness, spleen stiffness