DL4Traffic
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. Graph Neural Network for Traffic Forecasting: A Survey[J]. arXiv preprint arXiv:2101.11174, 2021. Link
- Jiang W, Luo J. Big Data for Traffic Estimation and Prediction: A Survey of Data and Tools[J]. arXiv preprint arXiv:2103.11824, 2021. 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 - 2021
- ACM Transactions on Internet Technology - 2021
- ACM Transactions on Knowledge Discovery from Data - 2021 | 2020 | 2019
- 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 - 2021
- Applied Mathematical Modelling - 2021 | 2020
- Alexandria Engineering Journal - 2021
- Algorithms - 2021
- Applied Artificial Intelligence - 2021 | 2020 | 2019
- Applied Intelligence - 2021
- Applied Soft Computing - 2020 | 2019
- Applied Sciences - 2021 | 2020 | 2019
- Arabian Journal for Science and Engineering - 2020 | 2019
- Chaos: An Interdisciplinary Journal of Nonlinear Science - 2020 | 2019
- Cluster Computing - 2021
- CMC-COMPUTERS MATERIALS & CONTINUA - 2020
- Complexity - 2021 | 2020 | 2019
- Computational Intelligence - 2020
- Computer‐Aided Civil and Infrastructure Engineering - 2020 | 2019
- Computer Communications - 2020
- Computer Networks - 2021
- Connection Science - 2021
- Data Science and Engineering - 2021
- Digital Communications and Networks - 2021
- Electronics - 2020
- Engineering Applications of Artificial Intelligence - 2021 | 2020 | 2019
- Entropy - 2021
- European Transport Research Review - 2019
- Expert Systems with Applications - 2022 | 2021 | 2019
- Forecasting - 2020
- Future Generation Computer Systems - 2021
- Future Internet - 2021
- Future Transportation - 2021
- GeoInformatica - 2020
- IEEE Access - 2021 | 2020 | 2019
- IEEE Intelligent Transportation Systems Magazine - 2021 | 2020 | 2019
- IEEE Internet of Things Magazine - 2020
- IEEE Internet of Things Journal - 2021 | 2020 | 2019
- IEEE Robotics and Automation Letters - 2020
- IEEE Sensors Journal - 2021 | 2020 | 2019
- IEEE Signal Processing Letters - 2020
- IEEE Transactions on Big Data - 2021
- IEEE Transactions on Computational Social Systems - 2020
- IEEE Transactions on Cybernetics - 2020
- IEEE Transactions on Fuzzy Systems - 2020
- IEEE Transactions on Industrial Informatics - 2021 | 2020
- IEEE Transactions on Intelligent Transportation Systems - 2021 | 2020 | 2019
- IEEE Transactions on Knowledge and Data Engineering - 2021 | 2020 | 2019
- IEEE Transactions on Network and Service Management - 2021
- IEEE Transactions on Neural Networks and Learning Systems - 2021 | 2020
- IEEE Transactions on Signal and Information Processing over Networks - 2020
- IEEE Transactions on Vehicular Technology - 2021 | 2020 | 2019
- IEICE TRANSACTIONS on Information and Systems - 2021
- IET Intelligent Transport Systems - 2021 | 2020 | 2019
- Information Fusion - 2019
- Information Sciences - 2021 | 2020
- Integrated Computer-Aided Engineering - 2021
- International Journal of Communication Systems - 2020
- International Journal of Computational Intelligence Systems - 2021
- International Journal of Embedded Systems - 2020
- International Journal of Machine Learning and Cybernetics - 2021
- International Journal of Geographical Information Science - 2020
- International Journal of Intelligent Systems - 2021
- International Journal of Intelligent Transportation Systems Research - 2021
- International Journal of Pattern Recognition and Artificial Intelligence - 2021 | 2020
- International Journal of Production Research - 2021
- ISPRS International Journal of Geo-Information - 2021 | 2019
- Journal of Advanced Computational Intelligence and Intelligent Informatics - 2020
- Journal of Advanced Transportation - 2021 | 2020 | 2019
- Journal of Ambient Intelligence and Humanized Computing - 2021
- Journal of Big Data Analytics in Transportation - 2021
- Journal of Computer Science and Technology - 2020
- Journal of Control Science and Engineering - 2020
- Journal of Forecasting - 2020
- Journal of Information and Telecommunication - 2020
- Journal of Intelligent Transportation Systems - 2021 | 2020
- Journal of Intelligent & Fuzzy Systems - 2021 | 2020
- Journal of Internet Services and Applications - 2021
- Journal of Sensors - 2019
- Journal of Systems Architecture - 2021
- Journal of Systems Science and Systems Engineering - 2021
- Journal of Transportation Engineering, Part A: Systems - 2021 | 2020
- Knowledge-Based Systems - 2021 | 2020 | 2019
- KSII Transactions on Internet & Information Systems - 2020
- Mathematical Problems in Engineering - 2021 | 2020 | 2019
- Mathematics - 2021 | 2020
- Measurement - 2021
- Mobile Information Systems - 2021
- Mobile Networks and Applications - 2020
- Modern Physics Letters B - 2021 | 2020
- Multimedia Tools and Applications - 2021 | 2020
- Nature communications - 2020
- Neural Computing and Applications - 2021 | 2020 | 2019
- Neural Networks - 2021
- Neurocomputing - 2021 | 2020
- PeerJ Computer Science - 2021
- Physica A: Statistical Mechanics and its Applications - 2021 | 2020 | 2019
- Plos one - 2021 | 2019
- Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies - 2021 | 2020 | 2019
- Promet-Traffic&Transportation - 2020
- Remote Sensing - 2021
- Sensors - 2021 | 2020 | 2019
- Smart Cities - 2019
- SN Applied Sciences - 2020
- Sustainable Cities and Society - 2021 | 2020
- Sustainability - 2021 | 2020
- Technometrics - 2021
- The Computer Journal - 2021
- The Journal of Supercomputing - 2021
- Transactions in GIS - 2020
- Transportation Letters - 2021
- Transportation Planning and Technology - 2021
- Transportation Research Part A: Policy and Practice - 2021
- Transportation Research Part C: Emerging Technologies - 2021 | 2020 | 2019
- Transportation Research Part E: Logistics and Transportation Review - 2020
- Transportation Research Record - 2021 | 2020
- Transportmetrica A: Transport Science - 2020
- Transportmetrica B: Transport Dynamics - 2021 | 2020
- Wireless Communications and Mobile Computing - 2021 | 2020
- Wireless Networks - 2021
- World Wide Web - 2021 | 2020
Conferences
- AAAI - 2021 | 2020 | 2019
- Big Data - 2020 | 2019
- CAC - 2020 | 2019
- CASE - 2020
- CICTP - 2020
- CIKM - 2021 | 2020 | 2019
- DASFAA - 2020
- DEXA - 2021 | 2020
- DSAA - 2020 | 2019
- ECAI - 2020
- ECML-PKDD - 2021 | 2020
- GLOBECOM - 2020 | 2019
- ICANN - 2021
- ICC - 2020
- ICDCS - 2021
- ICDE - 2020
- ICDM - 2021 | 2020 | 2019
- ICLR - 2020
- ICPR - 2020
- ICTAI - 2020
- IJCAI - 2021 | 2020 | 2019
- IJCNN - 2021 | 2020
- ISCAS - 2020
- ITSC - 2021 | 2020 | 2019
- KDD - 2021 | 2020 | 2019
- KSEM - 2021
- MASS - 2020
- MDM - 2020 | 2019
- MobiQuitous - 2020
- NeurIPS - 2020
- PAKDD - 2020 | 2021
- SDM - 2021
- SECON - 2020
- SIGMOD - 2020
- SIGSPATIAL - 2021 | 2019
- SmartComp - 2020
- SMC - 2020 | 2019
- SSTD - 2021
- VLDB - 2021
- VTC - 2020
- WCMC - 2021
- WCSP - 2020
- WISE - 2020
- WWW - 2021 |2020 | 2019
- Other Conferences - 2021 | 2020 | 2019