Open access
Jul 2026
Machine-Learning-Based Traffic State Prediction in Car–Bicycle Mixed Traffic Using Synthetic Data
Results show that, while RF performs well for previously observed traffic conditions, MLP offers stronger generalization to unseen traffic conditions, particularly in high-flow and high-density regimes, which underscores the importance of balanced, diverse datasets.
Faeze Fathijam, S. I. Guler
· Transportation Research Reco... · 1 citation