Ahmad Mustafa

Predicting short-term traffic with random forest: a granular data approach

2025 · IET conference proceedings.

Accurate short-term traffic flow prediction is critical for improving the efficiency of Intelligent Transportation Systems (ITS), particularly in heterogeneous traffic environments. This paper presents a data-driven model based on the Random Forest (RF) algorithm to …