4 citations · 11 across the 7 of their papers we have counts for
7 papers
MoE-TransMov: A Transformer-based Model for Next POI Prediction in Familiar & Unfamiliar Movements
Ruichen Tan, Jiawei Xue, Kota Tsubouchi +2
Accurate prediction of the next point of interest (POI) within human mobility trajectories is essential for location-based services, as it enables more timely and personalized reco…
Data Mining in Transportation Networks with Graph Neural Networks: A Review and Outlook
Jiawei Xue, Ruichen Tan, Jianzhu Ma +1
Data mining in transportation networks (DMTNs) refers to using diverse types of spatio-temporal data for various transportation tasks, including pattern analysis, traffic predictio…
Finding critical transitions of the post-disaster recovery using the sensitivity analysis of agent-based models
Sangung Park, Jiawei Xue, Satish V. Ukkusuri
Frequent and intensive disasters make the repeated and uncertain post-disaster recovery process. Despite the importance of the successful recovery process, previous simulation stud…
Supporting Post-disaster Recovery with Agent-based Modeling in Multilayer Socio-physical Networks
Jiawei Xue, Sangung Park, Washim Uddin Mondal +3
The examination of post-disaster recovery (PDR) in a socio-physical system enables us to elucidate the complex relationships between humans and infrastructures. Although existing s…
Quantifying Spatial Homogeneity of Urban Road Networks via Graph Neural Networks
Jiawei Xue, Nan Jiang, Senwei Liang +4
Quantifying the topological similarities of different parts of urban road networks (URNs) enables us to understand the urban growth patterns. While conventional statistics provide…
Demand-Adaptive Route Planning and Scheduling for Urban Hub-based High-Capacity Mobility-on-Demand Services
Xinwu Qian, Jiawei Xue, Satish V. Ukkusuri
In this study, we propose a three-stage framework for the planning and scheduling of high-capacity mobility-on-demand services (e.g., micro transit and flexible transit) at urban a…
Modeling disease spreading with adaptive behavior considering local and global information dissemination
Xinwu Qian, Jiawei Xue, Satish V. Ukkusuri
The study proposes a modeling framework for investigating the disease dynamics with adaptive human behavior during a disease outbreak, considering the impacts of both local observa…