1 citations · 1 across the 6 of their papers we have counts for
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A Strictly Proper Scoring-Rule Theory for Calibrating Stochastic Car-Following Models
Shirui Zhou, Shiteng Zheng, Junzhe Ding +2
Problem definition: Fixed parameters and inputs in a stochastic simulator induce a distribution over complete trajectories, not one trajectory. Calibration must assess this distrib…
A Structured Framework for Calibrating Stochastic Car-Following Models: Data Adequacy, Parameter Sensitivity, and Objective Selection
Shirui Zhou, Junzhe Ding, Junfang Tian +3
Calibrating a stochastic car-following model is harder than its deterministic counterpart: the loss itself becomes a random variable, so a favorable random realization can be mista…
Human adaptive variability stabilises collective traffic dynamics
Shirui Zhou, Ching Jin, Junfang Tian +5
Automated systems are often designed on the assumption that replacing human behavioural variability with precise, uniform algorithmic control improves collective performance. In au…
The Moving Target of Urban Equity: Spatiotemporal Demand and Double Disadvantage in Hefei, China
Shirui Zhou, Matteo Bruno, Mattia Mazzoli +5
Equitable access to essential urban services is a pillar of modern planning, yet most accessibility models rely strictly on static residential locations, ignoring how demand shifts…