Author

Song Chen

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Open access Jul 2026

Enhancing real-time traffic risk prediction with a cost-sensitive learning approach.

This study refines traffic risk classification into four levels, and incorporates misprediction costs into the prediction process through a cost-sensitive learning framework, with the optimal cost coefficients calibrated using a Genetic Algorithm.

Song Chen, Bowen Cui, Ande Chang · Scientific Reports · 0 citations