Analysis and Detection of Road Traffic Accident Severity via Data Mining Techniques: Case Study Addis Ababa, Ethiopia

Table 6

A comparison of the model’s performance in terms of various quality metrics.

Learning models	Evaluation metrics
	Accuracy (%)	Precision (%)	Recall (%)	F1-score (%)
KNN	82	72.73	82	77
DT	71.8	72.6	71.7	72.14
RF	83	73.15	83	77.76
SVM	85	86.6	84	85.28

DT, decision tree; KNN, K-nearest neighbors; RF, random forest; SVM, support vector machine.