TY - GEN
T1 - Modeling Human Mobility Based on Temporal Characteristics
AU - Xie, Yujin
AU - Yu, Zhiwen
AU - Zhang, Ying
AU - Guo, Bin
N1 - Publisher Copyright:
© 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - Understanding and describing human mobility is of great significance to various fields such as urban management, transportation planning and epidemic prevention and control. Research on the regularity of human mobility and modeling based on human behavior dynamics attempt to explore the underlying mechanisms of the occurrence of movement, but most of the work focuses on the spatial laws. In this work we address a new temporal characteristic of mobility that cannot be predicted by classical agent-based models. By introducing a dynamic attractiveness factor, we build a temporally dynamic model (t-EPR), and the experimental results on a large-scale geolocation-based social platform check-in dataset indicate that the proposed model better describes human mobility in both time and space.
AB - Understanding and describing human mobility is of great significance to various fields such as urban management, transportation planning and epidemic prevention and control. Research on the regularity of human mobility and modeling based on human behavior dynamics attempt to explore the underlying mechanisms of the occurrence of movement, but most of the work focuses on the spatial laws. In this work we address a new temporal characteristic of mobility that cannot be predicted by classical agent-based models. By introducing a dynamic attractiveness factor, we build a temporally dynamic model (t-EPR), and the experimental results on a large-scale geolocation-based social platform check-in dataset indicate that the proposed model better describes human mobility in both time and space.
KW - Agent-based Modeling
KW - Human Behavior Dynamics
KW - Human Mobility
UR - http://www.scopus.com/inward/record.url?scp=85168114266&partnerID=8YFLogxK
U2 - 10.1109/SmartWorld-UIC-ATC-ScalCom-DigitalTwin-PriComp-Metaverse56740.2022.00089
DO - 10.1109/SmartWorld-UIC-ATC-ScalCom-DigitalTwin-PriComp-Metaverse56740.2022.00089
M3 - 会议稿件
AN - SCOPUS:85168114266
T3 - Proceedings - 2022 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Autonomous and Trusted Vehicles, Scalable Computing and Communications, Digital Twin, Privacy Computing, Metaverse, SmartWorld/UIC/ATC/ScalCom/DigitalTwin/PriComp/Metaverse 2022
SP - 500
EP - 507
BT - Proceedings - 2022 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Autonomous and Trusted Vehicles, Scalable Computing and Communications, Digital Twin, Privacy Computing, Metaverse, SmartWorld/UIC/ATC/ScalCom/DigitalTwin/PriComp/Metaverse 2022
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2022 IEEE SmartWorld, 19th IEEE International Conference on Ubiquitous Intelligence and Computing, 2022 IEEE International Conference on Autonomous and Trusted Vehicles Conference, 22nd IEEE International Conference on Scalable Computing and Communications, 2022 IEEE International Conference on Digital Twin, 8th IEEE International Conference on Privacy Computing and 2022 IEEE International Conference on Metaverse, SmartWorld/UIC/ATC/ScalCom/DigitalTwin/PriComp/Metaverse 2022
Y2 - 15 December 2022 through 18 December 2022
ER -
