Authors

Jianing Long

Publications 2

Preprint Open access

When better traffic forecasts fail to improve signal control: a layered diagnostic study of forecast-to-decision value

Improved traffic forecasts do not necessarily yield better signal-control decisions. We investigate this gap through a layered diagnostic study using 29 days of reconstructed demand from Xuancheng, China, with seven dates reserved for testing. The framework evaluates point forecasts, conformal intervals, dependence-awa …

Preprint Open access

Joint upper-bound coverage and route-choice utility: an empirical evaluation on two urban proxy tasks

Whether more accurate traffic forecasts or higher uncertainty coverage improve route decisions is unclear. We evaluate this question with a frozen protocol that separates speed error, joint candidate path upper bound coverage, route selection, and realized loss. Using processed road speed data from Beijing and Chengdu, …

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