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LSTM-based traffic flow prediction with missing data

Neurocomputing · 2018 · Vol. 318 · pp. 297–305
Yan TianKaili ZhangLI Jian-yuanXianxuan LinBailin Yang
Traffic Prediction and Management TechniquesTraffic control and managementTime Series Analysis and ForecastingComputer scienceExploitTraffic flow (computer networking)SmoothingResidualData miningKey (lock)Data setSet (abstract data type)Intelligent transportation system

Funding

  • National Natural Science Foundation of China
Citations
524
FWCI
35.87
field-weighted impact
References
51
Percentile
100%
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Citations per year
References
Traffic Flow Prediction With Big Data: A Deep Learning Approach
IEEE Transactions on Intelligent Transportation Systems · 2014 · 2,943 citations
Long Short-Term Memory
Neural Computation · 1997 · 95,078 citations
A Fast Learning Algorithm for Deep Belief Nets
Neural Computation · 2006 · 16,253 citations
Deep Architecture for Traffic Flow Prediction: Deep Belief Networks With Multitask Learning
IEEE Transactions on Intelligent Transportation Systems · 2014 · 1,132 citations
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