Traffic Flow Prediction With Big Data: A Deep Learning Approach

IEEE Transactions on Intelligent Transportation Systems ◽

10.1109/tits.2014.2345663 ◽

2014 ◽

pp. 1-9 ◽

Author(s):

Yisheng Lv ◽

Yanjie Duan ◽

Wenwen Kang ◽

Zhengxi Li ◽

Fei-Yue Wang

Keyword(s):

Big Data ◽

Deep Learning ◽

Traffic Flow ◽

Learning Approach ◽

Traffic Flow Prediction ◽

Flow Prediction

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Poster abstract: Traffic flow prediction with big data: A deep learning based time series model

2017 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS) ◽

10.1109/infcomw.2017.8116535 ◽

2017 ◽

Author(s):

Yuanfang Chen ◽

Lei Shu ◽

Lei Wang

Keyword(s):

Time Series ◽

Big Data ◽

Deep Learning ◽

Traffic Flow ◽

Time Series Model ◽

Poster Abstract ◽

Traffic Flow Prediction ◽

Flow Prediction

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Research on the Air Traffic Flow Prediction Using a Deep Learning Approach

IEEE Access ◽

10.1109/access.2019.2945821 ◽

2019 ◽

Vol 7 ◽

pp. 148019-148030

Author(s):

Hong Liu ◽

Yi Lin ◽

Zhengmao Chen ◽

Dongyue Guo ◽

Jianwei Zhang ◽

...

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Air Traffic ◽

Learning Approach ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Air Traffic Flow

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A novel fuzzy deep-learning approach to traffic flow prediction with uncertain spatial–temporal data features

Future Generation Computer Systems ◽

10.1016/j.future.2018.06.021 ◽

2018 ◽

Vol 89 ◽

pp. 78-88 ◽

Author(s):

Weihong Chen ◽

Jiyao An ◽

Renfa Li ◽

Li Fu ◽

Guoqi Xie ◽

...

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Learning Approach ◽

Temporal Data ◽

Traffic Flow Prediction ◽

Flow Prediction

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Traffic flow prediction with big data: A learning approach based on SIS-complex networks

2017 IEEE 2nd Information Technology, Networking, Electronic and Automation Control Conference (ITNEC) ◽

10.1109/itnec.2017.8284794 ◽

2017 ◽

Author(s):

Yiming Li ◽

Luming Zhao ◽

Zhouyu Yu ◽

Songjing Wang

Keyword(s):

Big Data ◽

Complex Networks ◽

Traffic Flow ◽

Learning Approach ◽

Traffic Flow Prediction ◽

Flow Prediction

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A Hybrid Deep Learning Approach with GCN and LSTM for Traffic Flow Prediction*

2019 IEEE Intelligent Transportation Systems Conference (ITSC) ◽

10.1109/itsc.2019.8916778 ◽

2019 ◽

Author(s):

Zhishuai Li ◽

Gang Xiong ◽

Yuanyuan Chen ◽

Yisheng Lv ◽

Bin Hu ◽

...

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Learning Approach ◽

Traffic Flow Prediction ◽

Flow Prediction

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Performance evaluation of the deep learning approach for traffic flow prediction at different times

2016 IEEE International Conference on Service Operations and Logistics, and Informatics (SOLI) ◽

10.1109/soli.2016.7551691 ◽

2016 ◽

Author(s):

Yanjie Duan ◽

Yisheng Lv ◽

Fei-Yue Wang

Keyword(s):

Performance Evaluation ◽

Deep Learning ◽

Traffic Flow ◽

Learning Approach ◽

Traffic Flow Prediction ◽

Flow Prediction

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Traffic Flow Prediction Using Regression and Deep Learning Approach

New Trends in Computational Vision and Bio-inspired Computing ◽

10.1007/978-3-030-41862-5_63 ◽

2020 ◽

pp. 641-648

Author(s):

Savita Lonare ◽

R. Bhramaramba

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Learning Approach ◽

Traffic Flow Prediction ◽

Flow Prediction

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Big-data-generated traffic flow prediction using deep learning and dempster-shafer theory

2016 International Joint Conference on Neural Networks (IJCNN) ◽

10.1109/ijcnn.2016.7727607 ◽

2016 ◽

Author(s):

Ridha Soua ◽

Arief Koesdwiady ◽

Fakhri Karray

Keyword(s):

Big Data ◽

Deep Learning ◽

Traffic Flow ◽

Traffic Flow Prediction ◽

Dempster Shafer Theory ◽

Flow Prediction ◽

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A Hybrid Deep Learning Approach for Traffic Flow Prediction in Highway Domain

Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering - Collaborative Computing: Networking, Applications and Worksharing ◽

10.1007/978-3-030-67540-0_15 ◽

2021 ◽

pp. 253-267

Author(s):

Zhe Wang ◽

Weilong Ding ◽

Hui Wang

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Learning Approach ◽

Traffic Flow Prediction ◽

Flow Prediction

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Improving Traffic Flow Prediction With Weather Information in Connected Cars: A Deep Learning Approach

IEEE Transactions on Vehicular Technology ◽

10.1109/tvt.2016.2585575 ◽

2016 ◽

Vol 65 (12) ◽

pp. 9508-9517 ◽

Author(s):

Arief Koesdwiady ◽

Ridha Soua ◽

Fakhreddine Karray

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Learning Approach ◽

Traffic Flow Prediction ◽

Weather Information ◽

Flow Prediction ◽

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