Table 11 Comparative analysis with existing random forest (RF) model: logistic regression (LR) and decision trees (DT).

From: Machine learning detection of manipulative environmental disclosures in corporate reports

Model

Accuracy

F1-Score

AUC

Proposed (RF)

94.17%

90.30%

0.7214

LR

82.34%

75.12%

0.6032

DT

87.89%

83.45%

0.6547