Research Article
Predicting Risk through Artificial Intelligence Based on Machine Learning Algorithms: A Case of Pakistani Nonfinancial Firms
Table 3
Error measurement using KNN, SVM (linear and RBF), and naïve Bayes.
| Technique | RMSE | MAE |
| Equity ratio KNN | 0.13878 | 0.03791 | Equity ratio naïve Bayes | 0.30508 | 0.21779 | Equity ratio decision tree | 0.05684 | 0.02149 | Equity ratio random forest 2 | 0.05204 | 0.02073 | Equity ratio random forest 3 | 0.06619 | 0.02212 | Equity ratio random forest 5 | 0.06825 | 0.02299 | Equity ratio random forest 7 | 0.05338 | 0.0208 | Equity ratio random forest 10 | 0.05194 | 0.02019 | Equity ratio random forest 15 | 0.0638 | 0.01825 |
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