Summary of the methods in current research.

Summary of the methods in current research.

<div><p>Reduced forecast efficiency and accuracy are the result of traditional traffic flow prediction algorithms’ inability to adequately capture the spatiotemporal characteristics and dynamic changes of traffic flow. To address this problem, this study proposes a short-term traffic flo...

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Bibliographic Details
Main Author: Guozhu Sui (21672798) (author)
Other Authors: Meixia Song (11794859) (author), Ke Bian (2562847) (author), Mingzhen Zhang (1735672) (author), Xiaogang Zhang (1282050) (author), Yiru Wang (1686439) (author)
Published: 2025
Subjects:
Medicine
Biotechnology
Plant Biology
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Information Systems not elsewhere classified
method firstly identifies
lower loss values
term memory algorithm
study &# 8217
model &# 8217
current advanced algorithms
validation loss decreased
training loss decreased
term traffic flow
suggested algorithm outperformed
bidirectional long short
traffic flow
suggested algorithm
suggested model
study proposes
lookahead algorithms
spatiotemporal characteristics
solid foundation
prediction precision
precisely forecast
outcomes indicated
findings display
estimation threshold
enhanced adam
dynamic changes
data quality
application effect
adequately capture
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