Skip to main content

Table 6 Top five risk factors in descending order of importance for the five ML algorithms

From: Machine learning approaches for the prediction of postoperative complication risk in liver resection patients

Type of ML

First factor

Second factor

Third factor

Fourth factor

Fifth factor

Decision Tree: C5.0

Duration

BMI

CA

Plasma infusion

Length of incision

Decision Tree: CART

Duration

Diameter of tumor

BMI

CA

Length of incision

Support Vector Machine (SVM)

Duration

BMI

CA

Erythrocyte suspension

Length of incision

Random Forest (RF)

Duration

BMI

CA

Diameter of tumor

bleeding