DL4Traffic

Advertisement: We would like to cordially invite you to submit a paper to our special issue on "Graph Neural Network for Traffic Forecasting" for Information Fusion (SCI-indexed, Impact Factor: 17.564).

• Special issue website: https://www.sciencedirect.com/journal/information-fusion/about/call-for-papers#graph-neural-network-for-traffic-forecasting
• Deadline for manuscript submissions: 1 December 2023.

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• Deadline for manuscript submissions: 1 April 2024.

This is the repository for the collection of Deep Learning for Traffic Prediction Problems.

If you find this repository helpful, you may consider cite our relevant work:

• Jiang W, Luo J. <b>Graph Neural Network for Traffic Forecasting: A Survey[J]</b>. Expert Systems with Applications, 2022. Link
• Jiang W, Luo J. <b>Big Data for Traffic Estimation and Prediction: A Survey of Data and Tools[J]</b>. Applied System Innovation. 2022; 5(1):23. Link
• Jiang W. <b>Bike sharing usage prediction with deep learning: a survey[J]</b>. Neural Computing and Applications, 2022, 34(18): 15369-15385. Link
• Jiang W, Luo J, He M, Gu W. <b>Graph Neural Network for Traffic Forecasting: The Research Progress[J]</b>. ISPRS International Journal of Geo-Information, 2023. Link

For a narrow collection of graph neural network for traffic forecasting, you may check: GNN4Traffic

Journals

• ACM Computing Surveys - 2021
• ACM Transactions on Intelligent Systems and Technology - 2022 | 2021
• ACM Transactions on Internet Technology - 2021
• ACM Transactions on Knowledge Discovery from Data - 2023 | 2022 | 2021 | 2020 | 2019
• ACM Transactions on Sensor Networks- 2022
• ACM Transactions on Spatial Algorithms and Systems - 2020
• ACM Transactions on Management Information Systems - 2021
• Ad Hoc Networks - 2020
• Advanced Engineering Informatics - 2021
• Advances in Civil Engineering - 2023 | 2021
• Applied Mathematical Modelling - 2021 | 2020
• Alexandria Engineering Journal - 2023 | 2022 | 2021
• Algorithms - 2022 | 2021
• Applied Artificial Intelligence - 2021 | 2020 | 2019
• Applied Intelligence - 2023 | 2022 | 2021
• Applied Soft Computing - 2023 | 2022 | 2020 | 2019
• Applied Sciences - 2023 | 2022 | 2021 | 2020 | 2019
• Arabian Journal for Science and Engineering - 2022 | 2020 | 2019
• Artificial Intelligence - 2023
• Big Data - 2022
• Big Data Research - 2022
• Chaos: An Interdisciplinary Journal of Nonlinear Science - 2020 | 2019
• Cluster Computing - 2021
• Cogent Engineering - 2022
• Communications in Transportation Research - 2023 | 2021
• CMC-COMPUTERS MATERIALS & CONTINUA - 2020
• Complex & Intelligent Systems - 2022
• Complexity - 2021 | 2020 | 2019
• Computational Intelligence - 2022 | 2020
• Computational Intelligence and Neuroscience - 2022 | 2021
• Computer‐Aided Civil and Infrastructure Engineering - 2020 | 2019
• Computer Communications - 2022 | 2020
• Computer Networks - 2021
• Computers, Environment and Urban Systems - 2022
• Computers and Electrical Engineering - 2023
• Concurrency and Computation: Practice and Experience - 2022
• Connection Science - 2022 | 2021
• Data Mining and Knowledge Discovery - 2022
• Data Science and Engineering - 2021
• Digital Communications and Networks - 2022 | 2021
• Digital Signal Processing - 2022
• Electronics - 2023 | 2022 | 2020
• Engineering Applications of Artificial Intelligence - 2023 | [2022](h