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Performance comparison of different traffic flow prediction models on PEMS04 and PEMS08 datasets.

Performance comparison of different traffic flow prediction models on PEMS04 and PEMS08 datasets.

<p>Performance comparison of different traffic flow prediction models on PEMS04 and PEMS08 datasets.</p>

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Bibliographic Details
Main Author: Linlong Chen (22120395) (author)
Other Authors: Linbiao Chen (22120398) (author), Hongyan Wang (41596) (author), Jian Zhao (219525) (author)
Published: 2025
Subjects:
Medicine
Biotechnology
Ecology
Infectious Diseases
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Information Systems not elsewhere classified
two key components
hour fluctuations ).
g ., rush
g ., graph
achieving significant improvements
spatiotemporal interactive learning
dynamic traffic patterns
decoupled spatiotemporal learning
term trend awareness
model effectively enhances
dynamic temporal dependencies
traffic flow predictions
term prediction accuracy
traffic flow
spatiotemporal characteristics
new model
head trend
temporal multi
temporal correlations
synchronize interactions
road networks
processed separately
numerical sequence
limited long
jointly modeling
information loss
improving long
four real
experimental results
existing models
critical role
conquer strategy
aware self
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