Spatial dependency is affected by the topology structure of traffic networks.

<p>Due to the impact between adjacent roads, the short-term traffic flow is transferred from upstream A to downstream D from near to far.</p>

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Bibliographic Details
Main Author:	Anning Ji (21439733) (author)
Other Authors:	Xintao Ma (11619311) (author)
Published:	2025
Subjects:	Medicine Infectious Diseases Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Information Systems not elsewhere classified xlink "> recently intelligent transportation systems graph convolutional networks 24 %- 62 world traffic datasets predicting traffic flow traffic flow prediction traffic spatial model adopt ripple propagation traffic model traffic forecasting prediction errors ripple propagation propose ripple based model two factors travel need topology structure time transformation three real significant part results show propagation idea life satisfaction attention scores art baselines approximately 2
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