Time Delay Estimation of Traffic Congestion Propagation based on Transfer Entropy. (arXiv:2108.06717v2 [stat.ML] UPDATED)

Considering how congestion will propagate in the near future, understanding
traffic congestion propagation has become crucial in GPS navigation systems for
providing users with a more accurate estimated time of arrival (ETA). However,
providing the exact ETA during congestion is a challenge owing to the complex
propagation process between roads and high uncertainty regarding the future
behavior of the process. Recent studies have focused on finding frequent
congestion propagation patterns and determining the propagation probabilities.
By contrast, this study proposes …

arxiv congestion entropy ml time traffic transfer