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 |