Table 4.

Training time of machine learning models without Synthetic Minority Oversampling Technique.

Algorithms	Training time (seconds)
Logistic regression	6.6a
Random forest	106.8
Extra trees	46.8
Gradient boosting trees	186
Artificial neural network	1277.4

^aThe least training time.