Namrata Shrivastava

Deep Ensemble-Based Spatiotemporal Traffic Forecasting Using Real-Time Urban Sensor Data

Accurate short-term traffic prediction is a critical component of intelligent transportation systems (ITS), yet it remains challenging due to nonlinear temporal dynamics, evolving spatial dependencies, and uncertainty in real-time urban traffic data. This paper proposes a novel uncertainty-aware deep ensemble spatiotem...