Citywide Traffic Flow Prediction Based on Multiple Gated Spatio-temporal Convolutional Neural Networks

ACM Transactions on Knowledge Discovery from Data ◽

10.1145/3385414 ◽

2020 ◽

Vol 14 (4) ◽

pp. 1-23 ◽

Author(s):

Cen Chen ◽

Kenli Li ◽

Sin G. Teo ◽

Xiaofeng Zou ◽

Keqin Li ◽

...

Keyword(s):

Neural Networks ◽

Traffic Flow ◽

Convolutional Neural Networks ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Spatio Temporal

Download Full-text

Deep Convolutional Neural Networks with Random Subspace Learning for Short-term Traffic Flow Prediction with Incomplete Data

2018 International Joint Conference on Neural Networks (IJCNN) ◽

10.1109/ijcnn.2018.8489536 ◽

2018 ◽

Author(s):

Shijie Liao ◽

Jing Chen ◽

Jiaxin Hou ◽

Qingyu Xiong ◽

Junhao Wen

Keyword(s):

Neural Networks ◽

Traffic Flow ◽

Convolutional Neural Networks ◽

Incomplete Data ◽

Subspace Learning ◽

Random Subspace ◽

Deep Convolutional Neural Networks ◽

Traffic Flow Prediction ◽

Flow Prediction

Download Full-text

Exploring spatial–temporal relations via deep convolutional neural networks for traffic flow prediction with incomplete data

Applied Soft Computing ◽

10.1016/j.asoc.2018.09.040 ◽

2019 ◽

Vol 78 ◽

pp. 712-721 ◽

Author(s):

Shaojiang Deng ◽

Shuyuan Jia ◽

Jing Chen

Keyword(s):

Neural Networks ◽

Traffic Flow ◽

Convolutional Neural Networks ◽

Incomplete Data ◽

Temporal Relations ◽

Deep Convolutional Neural Networks ◽

Traffic Flow Prediction ◽

Flow Prediction

Download Full-text

Exploiting dynamic spatio-temporal correlations for citywide traffic flow prediction using attention based neural networks

Information Sciences ◽

10.1016/j.ins.2021.08.042 ◽

2021 ◽

Author(s):

Ahmad Ali ◽

Yanmin Zhu ◽

Muhammad Zakarya

Keyword(s):

Neural Networks ◽

Traffic Flow ◽

Traffic Flow Prediction ◽

Temporal Correlations ◽

Flow Prediction ◽

Spatio Temporal

Download Full-text

MS-Net: Multi-Source Spatio-Temporal Network for Traffic Flow Prediction

IEEE Transactions on Intelligent Transportation Systems ◽

10.1109/tits.2021.3067024 ◽

2021 ◽

pp. 1-14

Author(s):

Shen Fang ◽

Veronique Prinet ◽

Jianlong Chang ◽

Michael Werman ◽

Chunxia Zhang ◽

...

Keyword(s):

Traffic Flow ◽

Temporal Network ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Spatio Temporal

Download Full-text

Improved Intelligent Method for Traffic Flow Prediction Based on Artificial Neural Networks and Ant Colony Optimization

Journal of Convergence Information Technology ◽

10.4156/jcit.vol7.issue8.31 ◽

2012 ◽

Vol 7 (8) ◽

pp. 272-280 ◽

Author(s):

Lingling Song

Keyword(s):

Neural Networks ◽

Artificial Neural Networks ◽

Ant Colony Optimization ◽

Traffic Flow ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Artificial Neural

Download Full-text

Traffic Flow Prediction with Compact Neural Networks

2019 IEEE Intl Conf on Dependable, Autonomic and Secure Computing, Intl Conf on Pervasive Intelligence and Computing, Intl Conf on Cloud and Big Data Computing, Intl Conf on Cyber Science and Technology Congress (DASC/PiCom/CBDCom/CyberSciTech) ◽

10.1109/dasc/picom/cbdcom/cyberscitech.2019.00192 ◽

2019 ◽

Author(s):

Yuhang Li ◽

Celimuge Wu ◽

Tsutomu Yoshinaga ◽

Yusheng Ji

Keyword(s):

Neural Networks ◽

Traffic Flow ◽

Traffic Flow Prediction ◽

Flow Prediction

Download Full-text

The Traffic Flow Prediction Using Bayesian and Neural Networks

Studies in Systems, Decision and Control - Intelligent Transportation Systems – Problems and Perspectives ◽

10.1007/978-3-319-19150-8_4 ◽

2015 ◽

pp. 105-126 ◽

Author(s):

Teresa Pamuła ◽

Aleksander Król

Keyword(s):

Neural Networks ◽

Traffic Flow ◽

Traffic Flow Prediction ◽

Flow Prediction

Download Full-text

A Frequency-Aware Spatio-Temporal Network for Traffic Flow Prediction

Database Systems for Advanced Applications - Lecture Notes in Computer Science ◽

10.1007/978-3-030-18579-4_41 ◽

2019 ◽

pp. 697-712 ◽

Author(s):

Shunfeng Peng ◽

Yanyan Shen ◽

Yanmin Zhu ◽

Yuting Chen

Keyword(s):

Traffic Flow ◽

Temporal Network ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Spatio Temporal

Download Full-text

Short-term urban traffic flow prediction using deep spatio-temporal residual networks

2018 13th IEEE Conference on Industrial Electronics and Applications (ICIEA) ◽

10.1109/iciea.2018.8397870 ◽

2018 ◽

Author(s):

Xingming Wu ◽

Siyi Ding ◽

Weihai Chen ◽

Jianhua Wang ◽

Peter C. Y. Chen

Keyword(s):

Traffic Flow ◽

Urban Traffic ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Spatio Temporal

Download Full-text

Video Source Traffic Flow Prediction Using Neural Networks

2003 46th Midwest Symposium on Circuits and Systems ◽

10.1109/mwscas.2003.1562212 ◽

2006 ◽

Author(s):

A. Bhattacharya ◽

A.G. Parlos ◽

A.F. Atiya

Keyword(s):

Neural Networks ◽

Traffic Flow ◽

Traffic Flow Prediction ◽

Video Source ◽

Flow Prediction

Download Full-text