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