Claudio Roncoli

Understanding driver deviations from intended routes under social routing recommendations in navigation apps

To understand drivers’ route choice behavior under social routing recommendations, this study investigates data from a mobile navigation app that captures drivers’ stated route intentions before trips and their actual trajectories during trips. An inconsistency can occur when dri...

Network-wide fine-grained passenger loading prediction via dynamic relational spatiotemporal deep graph neural networks

Accurate short-term prediction of onboard passenger loading is essential for enhancing public transport efficiency, passenger comfort, and operational resilience. However, existing models are mainly restricted to station-based passenger flow prediction, and they often struggle wi...