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Apr, 2024
基于微观-宏观时空图形编码器解码器的地图约束轨迹恢复
Micro-Macro Spatial-Temporal Graph-based Encoder-Decoder for Map-Constrained Trajectory Recovery
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Tonglong Wei, Youfang Lin, Yan Lin, Shengnan Guo, Lan Zhang...
TL;DR
通过建模轨迹图并设计新颖的消息传递机制来学习轨迹表示,并将宏观语义进一步结合到图形解码器中,以指导轨迹恢复。对两个真实世界轨迹数据集分别构建的具有三个不同采样间隔的稀疏轨迹进行的大量实验证明了我们提出的模型的优越性。
Abstract
Recovering intermediate missing
gps points
in a sparse trajectory, while adhering to the constraints of the
road network
, could offer deep insights into users' moving behaviors in intelligent transportation syste
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