Concepedia

Traffic Flow Forecasting

Traffic Flow Forecasting is a predictive modeling task within intelligent transportation systems that estimates future traffic conditions, such as volume, speed, or congestion, on road networks based on historical and real-time traffic data.

1.6K

Publications

109.6K

Citations

4.4K

Authors

1.1K

Institutions

Publications per year

2017–2026

1K

Parents

Publications

1.6K

Traffic Flow Prediction With Big Data: A Deep Learning Approach

Yisheng Lv, Yanjie Duan, Wenwen Kang et al. · IEEE Transactions on Intelligent Transportation Systems · 2014 · 3K citations

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Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting

Shengnan Guo, Youfang Lin, Ning Feng et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2019 · 2.8K citations · Full text

, , +16

Deep Spatio-Temporal Residual Networks for Citywide Crowd Flows Prediction

Junbo Zhang, Yu Zheng, Dekang Qi · Proceedings of the AAAI Conference on Artificial Intelligence · 2017 · 2.2K citations · Full text

, , +15

Modeling and Forecasting Vehicular Traffic Flow as a Seasonal ARIMA Process: Theoretical Basis and Empirical Results

Billy M. Williams, L A Hoel · Journal of Transportation Engineering · 2003 · 2.1K citations

, , +16

Deep learning for short-term traffic flow prediction

Nicholas G. Polson, Vadim Sokolov · Transportation Research Part C Emerging Technologies · 2017 · 1K citations · Full text

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1–5 of 1.6K

Authors

4.4K

  1. TZ
    Teng Zhou

    Shantou University, China

    23 publications · 1.4K citations

    20

    h-index

  2. JQ
    Jing Qin

    Hong Kong Polytechnic University, Hong Kong SAR China

    11 publications · 883 citations

    11

    h-index

  3. JT
    Jinjun Tang

    Central South University, China

    9 publications · 494 citations

    10

    h-index

  4. HD
    Huiming Duan

    Chongqing University of Posts and Telecommunications, China

    10 publications · 348 citations

    10

    h-index

  5. YQ
    Yong Qin

    Beijing Jiaotong University, China

    10 publications · 342 citations

    10

    h-index

1–5 of 4.4K

Institutions

1.1K

  1. Beijing Jiaotong University

    Beijing, China

    36 h-index

    266 publications

    28.9K citations

  2. Southeast University

    Nanjing, China

    31 h-index

    143 publications

    8.4K citations

  3. Tsinghua University

    Beijing, China

    28 h-index

    100 publications

    8.8K citations

  4. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    25 h-index

    54 publications

    3.4K citations

  5. Chinese Academy of Sciences

    Beijing, China

    25 h-index

    61 publications

    15.4K citations

  6. Beihang University

    Beijing, China

    23 h-index

    97 publications

    14.2K citations

  7. Chang'an University

    Xi'an, China

    22 h-index

    97 publications

    3.8K citations

  8. Wuhan University of Technology

    Wuhan, China

    21 h-index

    73 publications

    3.2K citations

1–8 of 1.1K

Venues

  1. 64

    h-index

  2. 43

    h-index

  3. IEEE Access

    69 publications · 3.7K citations

    36

    h-index

  4. 30

    h-index

  5. Expert Systems with Applications

    29 publications · 2.8K citations

    25

    h-index

1–5