Table 16 Ablation study on confidence-weighted fusion.

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

Model variant

Accuracy (%)

F1-score

AUC

PR AUC

Inference time (ms)

Hybrid without fusion

97.3

0.969

0.973

0.961

5.9

Hybrid with simple fusion (Equal Weights)

97.8

0.972

0.976

0.965

6.1

Hybrid with Confidence-Weighted Fusion (Proposed)

98.6

0.982

0.987

0.976

6.4

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