4 papers
Joint upper-bound coverage and route-choice utility: an empirical evaluation on two urban proxy tasks
Jianing Long, Xiaobin Li, Wuming Lei +1
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 err…
When better traffic forecasts fail to improve signal control: a layered diagnostic study of forecast-to-decision value
Jianing Long, Xiaobin Li, Wuming Lei +1
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 deman…
A QUBO-Inspired Computational Framework for Airport Landside Bottleneck Diagnosis and Dynamic Dispatch Optimization
Wuming Lei, Xiaobin Li, Mingyan Sun +3
Airport landside traffic centers connect terminal arrivals with taxis, ride-hailing vehicles, private cars, buses, metro services, parking facilities, and terminal-area roadways. P…
A Collaborative Framework for Quantum Optimisation and Quantum Neural Networks: Credit Feature Selection and Image Classification
JiaNing Long, Xuechen Liang
This paper investigates the efficacy of quantum computing in two distinct machine learning tasks: feature selection for credit risk assessment and image classification for handwrit…