Singular Point Probability Improve LSTM Network Performance for Long-term Traffic Flow Prediction

Communications in Computer and Information Science - Theoretical Computer Science ◽

10.1007/978-981-10-6893-5_24 ◽

2017 ◽

pp. 328-340 ◽

Author(s):

Boyi Liu ◽

Jieren Cheng ◽

Kuanqi Cai ◽

Pengchao Shi ◽

Xiangyan Tang

Keyword(s):

Singular Point ◽

Traffic Flow ◽

Network Performance ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

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Long Term Traffic Flow Prediction Using Residual Net and Deconvolutional Neural Network

Pattern Recognition and Computer Vision - Lecture Notes in Computer Science ◽

10.1007/978-3-030-03335-4_6 ◽

2018 ◽

pp. 62-74 ◽

Author(s):

Di Zang ◽

Yang Fang ◽

Dehai Wang ◽

Zhihua Wei ◽

Keshuang Tang ◽

...

Keyword(s):

Neural Network ◽

Traffic Flow ◽

Traffic Flow Prediction ◽

Flow Prediction

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A Hybrid Deep Learning Framework for Long-Term Traffic Flow Prediction

IEEE Access ◽

10.1109/access.2021.3050836 ◽

2021 ◽

Vol 9 ◽

pp. 11264-11271

Author(s):

Yiqun Li ◽

Songjian Chai ◽

Zhengwei Ma ◽

Guibin Wang

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Traffic Flow Prediction ◽

Learning Framework ◽

Flow Prediction

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LSTM Network Based Traffic Flow Prediction for Cellular Networks

Simulation Tools and Techniques - Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering ◽

10.1007/978-3-030-32216-8_63 ◽

2019 ◽

pp. 643-653 ◽

Author(s):

Shulin Cao ◽

Wei Liu

Keyword(s):

Traffic Flow ◽

Cellular Networks ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

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A Regularized LSTM Network for Short-Term Traffic Flow Prediction

2019 6th International Conference on Information Science and Control Engineering (ICISCE) ◽

10.1109/icisce48695.2019.00030 ◽

2019 ◽

Author(s):

Zhan Wang ◽

Rui Zhu ◽

Ming Zheng ◽

Xuebin Jia ◽

Runfang Wang ◽

...

Keyword(s):

Traffic Flow ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

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Dynamic Graph Convolutional Network for Long-Term Traffic Flow Prediction with Reinforcement Learning

Information Sciences ◽

10.1016/j.ins.2021.07.007 ◽

2021 ◽

Author(s):

Hao Peng ◽

Bowen Du ◽

Mingsheng Liu ◽

Mingzhe Liu ◽

Shumei Ji ◽

...

Keyword(s):

Reinforcement Learning ◽

Traffic Flow ◽

Dynamic Graph ◽

Convolutional Network ◽

Traffic Flow Prediction ◽

Flow Prediction

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Analysis of the relationship between LSTM network traffic flow prediction performance and statistical characteristics of standard and nonstandard data

Journal of Forecasting ◽

10.1002/for.2683 ◽

2020 ◽

Vol 39 (8) ◽

pp. 1213-1228

Author(s):

Erdem Doğan

Keyword(s):

Traffic Flow ◽

Network Traffic ◽

Prediction Performance ◽

Statistical Characteristics ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Lstm Network ◽

The Relationship

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A Long-Term Highway Traffic Flow Prediction Method for Holiday

Lecture Notes in Electrical Engineering - Advanced Multimedia and Ubiquitous Engineering ◽

10.1007/978-981-13-1328-8_19 ◽

2018 ◽

pp. 153-159

Author(s):

Guoming Lu ◽

Jiaxin Li ◽

Jian Chen ◽

Aiguo Chen ◽

Jianbin Gu ◽

...

Keyword(s):

Traffic Flow ◽

Prediction Method ◽

Highway Traffic ◽

Traffic Flow Prediction ◽

Flow Prediction

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Short-Term Traffic Flow Prediction Based on Multi-Model by Stacking Ensemble Learning

10.1061/9780784483053.008 ◽

2020 ◽

Author(s):

Yong Chen

Keyword(s):

Traffic Flow ◽

Ensemble Learning ◽

Traffic Flow Prediction ◽

Flow Prediction

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Short Term Diverging Traffic Flow Prediction based on ImF-VOMM Method

2018 37th Chinese Control Conference (CCC) ◽

10.23919/chicc.2018.8483216 ◽

2018 ◽

Author(s):

Xiangxiang Yu ◽

Dewei Li ◽

Yugeng Xi

Keyword(s):

Traffic Flow ◽

Traffic Flow Prediction ◽

Flow Prediction

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A method of city traffic flow prediction based on a grey neural network

Artificial Intelligence and Industrial Application ◽

10.2495/aiia140111 ◽

2015 ◽

Author(s):

X. W. Han ◽

Y. Zhao ◽

B. Y. Xin ◽

D. Wang

Keyword(s):

Neural Network ◽

Traffic Flow ◽

Traffic Flow Prediction ◽

Flow Prediction

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