Table 18 Comparative performance analysis.

From: A hybrid support vector machine and neural network model with fuzzy logic fusion for smart city traffic prediction

Model

Accuracy (%)

Precision (%)

Recall (%)

F1-score (%)

AUC

SVM only

98.6

98.9

98.8

98.8

0.93

ANN only

97.9

96.9

99.8

98.3

0.90

Hybrid without fusion

98.7

99.0

98.9

98.9

0.94

Hybrid with fusion

99.2

99.3

99.1

99.2

0.96