40 citations · 46 across the 7 of their papers we have counts for
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cs.LG2023★ 40 cited
Uncertainty-Aware Probabilistic Graph Neural Networks for Road-Level Traffic Accident Prediction
Xiaowei Gao, Xinke Jiang, Dingyi Zhuang +4
Traffic accidents present substantial challenges to human safety and socio-economic development in urban areas. Developing a reliable and responsible traffic accident prediction mo…
cs.CE2023★ 2 cited
Uncertainty Quantification in the Road-level Traffic Risk Prediction by Spatial-Temporal Zero-Inflated Negative Binomial Graph Neural Network(STZINB-GNN)
Xiaowei Gao, James Haworth, Dingyi Zhuang +2
Urban road-based risk prediction is a crucial yet challenging aspect of research in transportation safety. While most existing studies emphasize accurate prediction, they often ove…
physics.soc-ph2023
Unraveling the Variations of the Society of England and Wales through Diffusion Maps Analysis on Census 2011
Gezhi Xiu, Huanfa Chen
We propose a new approach to identifying geographical clustering and hotspots of inequality from decadal census data. We use diffusion mapping to study the 181,408 Output Areas in…