Deep Learning-based Forecasting

Deep Learning-Based Forecasting is a traffic demand forecasting method that leverages deep neural network architectures to automatically learn complex spatiotemporal patterns from large-scale transportation data, distinguishing it from traditional statistical or shallow machine learning approaches.

3.6K

Publications

267.6K

Citations

12K

Authors

2.8K

Institutions

Publications per year

2017–2026

3.5K

Parents

Traffic Demand Forecasting

Publications

3.6K

Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting

2018 · 3.3K citations · Full text

Computing, Computer Science, Forecasting +16

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

Computing, Computer Science, Data Science +17

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

Computing, Data Science, Forecasting +16

Deep learning with long short-term memory networks for financial market predictions

Thomas Fischer · European Journal of Operational Research · 2017 · 2.6K citations

Business, Economics, Finance +16

Short-Term Residential Load Forecasting Based on LSTM Recurrent Neural Network

Weicong Kong, Zhao Yang Dong, Youwei Jia et al. · IEEE Transactions on Smart Grid · 2017 · 2.5K citations

Computing, Data Science, Forecasting +16

1–5 of 3.6K

Authors

12K

JS
Jaydip Sen
Tata Consultancy Services (India), India
14 publications · 590 citations
12
h-index
SM
Sidra Mehtab
Association for Computing Machinery, United States
13 publications · 535 citations
11
h-index
YW
Yinhai Wang
University of Washington, United States
12 publications · 2.2K citations
11
h-index
WJ
Weiwei Jiang
Beijing University of Posts and Telecommunications, China
10 publications · 1.3K citations
10
h-index
RC
Ravinesh C. Deo
University of Southern Queensland, Australia
10 publications · 517 citations
10
h-index

1–5 of 12K

Institutions

2.8K

1–8 of 2.8K

Venues

IEEE Access
189 publications · 15.1K citations
69
h-index
IEEE Transactions on Intelligent Transportation Systems
75 publications · 10.2K citations
45
h-index
arXiv (Cornell University)
Repository · 135 publications · 8.5K citations
44
h-index
Energies
75 publications · 5.4K citations
38
h-index
Expert Systems with Applications
60 publications · 6.8K citations
37
h-index

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