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dl4traffic's Introduction

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).

Advertisement: We would like to cordially invite you to submit a paper to our Topical Collection on "Deep Neural Networks for Traffic Forecasting" for Neural Computing and Applications (SCI-indexed, Impact Factor: 6.0).

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]. Expert Systems with Applications, 2022. Link
  • Jiang W, Luo J. Big Data for Traffic Estimation and Prediction: A Survey of Data and Tools[J]. Applied System Innovation. 2022; 5(1):23. Link
  • Jiang W. Bike sharing usage prediction with deep learning: a survey[J]. Neural Computing and Applications, 2022, 34(18): 15369-15385. Link
  • Jiang W, Luo J, He M, Gu W. Graph Neural Network for Traffic Forecasting: The Research Progress[J]. 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 | 2021 | 2020 | 2019
  • Entropy - 2023 | 2022 | 2021
  • Environment, Development and Sustainability - 2022
  • European Transport Research Review - 2019
  • Evolving Systems - 2023
  • Expert Systems - 2021
  • Expert Systems with Applications - 2023 | 2022 | 2021 | 2019
  • Forecasting - 2020
  • Future Generation Computer Systems - 2023 | 2022 | 2021
  • Future Internet - 2021
  • Future Transportation - 2021
  • GeoInformatica - 2022 | 2020
  • IEEE Access - 2023 | 2022 | 2021 | 2020 | 2019
  • IEEE Intelligent Systems - 2023
  • IEEE Intelligent Transportation Systems Magazine - 2023 | 2022 | 2021 | 2020 | 2019
  • IEEE Internet of Things Magazine - 2020
  • IEEE Internet of Things Journal - 2023 | 2022 | 2021 | 2020 | 2019
  • IEEE Journal of Radio Frequency Identification - 2022
  • IEEE Open Journal of Intelligent Transportation Systems - 2023
  • IEEE Robotics and Automation Letters - 2020
  • IEEE Sensors Journal - 2022 | 2021 | 2020 | 2019
  • IEEE Signal Processing Letters - 2020
  • IEEE Transactions on Artificial Intelligence - 2023
  • IEEE Transactions on Big Data - 2022 | 2021
  • IEEE Transactions on Computational Social Systems - 2020
  • IEEE Transactions on Cybernetics - 2022 | 2021 | 2020
  • IEEE Transactions on Fuzzy Systems - 2023 | 2020
  • IEEE Transactions on Industrial Informatics - 2021 | 2020
  • IEEE Transactions on Intelligent Transportation Systems - 2023 | 2022 | 2021 | 2020 | 2019
  • IEEE Transactions on Knowledge and Data Engineering - 2023 | 2022 | 2021 | 2020 | 2019
  • IEEE Transactions on Mobile Computing - 2020
  • IEEE Transactions on Network and Service Management - 2023 | 2021
  • IEEE Transactions on Network Science and Engineering - 2022 | 2021
  • IEEE Transactions on Neural Networks and Learning Systems - 2023 | 2022 | 2021 | 2020
  • IEEE Transactions on Signal and Information Processing over Networks - 2020
  • IEEE Transactions on Vehicular Technology - 2023 | 2022 | 2021 | 2020 | 2019
  • IEEE/CAA Journal of Automatica Sinica - 2023
  • IEICE TRANSACTIONS on Information and Systems - 2021
  • IET Intelligent Transport Systems - 2023 | 2022 | 2021 | 2020 | 2019
  • IET Signal Processing - 2022
  • IET Smart Cities - 2022
  • Information Fusion - 2023 | 2022 | 2019
  • Information Sciences - 2023 | 2022 | 2021 | 2020
  • Information Systems Research - 2022
  • Information Technology and Control - 2022
  • Integrated Computer-Aided Engineering - 2021
  • International Journal of Communication Systems - 2020
  • International Journal of Computational Intelligence Systems - 2021
  • International Journal of Digital Earth - 2022
  • International Journal of Embedded Systems - 2020
  • International Journal of Machine Learning and Cybernetics - 2022 | 2021
  • International Journal of Geographical Information Science - 2023 | 2020
  • International Journal of Intelligent Systems - 2022 | 2021
  • International Journal of Intelligent Transportation Systems Research - 2022 | 2021
  • International Journal of Pattern Recognition and Artificial Intelligence - 2021 | 2020
  • International Journal of Production Research - 2021
  • International Journal of Software Engineering and Knowledge Engineering - 2022
  • Iscience - 2022
  • ISPRS International Journal of Geo-Information - 2023 | 2022 | 2021 | 2019
  • Journal of Advanced Computational Intelligence and Intelligent Informatics - 2020
  • Journal of Advanced Transportation - 2023 | 2022 | 2021 | 2020 | 2019
  • Journal of Ambient Intelligence and Humanized Computing - 2023 | 2022 | 2021
  • Journal of Big Data - 2022 | 2021
  • Journal of Big Data Analytics in Transportation - 2021
  • Journal of Circuits, Systems and Computers - 2022 | 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 - 2023 | 2022 | 2021 | 2020
  • Journal of Intelligent & Fuzzy Systems - 2023 | 2021 | 2020
  • Journal of Internet Services and Applications - 2021
  • Journal of King Saud University-Computer and Information Sciences - 2022
  • Journal of Sensors - 2019
  • Journal of Systems Architecture - 2022 | 2021
  • Journal of Systems Science and Systems Engineering - 2021
  • Journal of Transportation Engineering, Part A: Systems - 2022 | 2021 | 2020
  • Journal of Urban Management - 2022
  • Knowledge and Information Systems - 2023
  • Knowledge-Based Systems - 2023 | 2022 | 2021 | 2020 | 2019
  • KSII Transactions on Internet & Information Systems - 2020
  • Mathematical Problems in Engineering - 2022 | 2021 | 2020 | 2019
  • Mathematics - 2023 | 2022 | 2021 | 2020
  • Measurement - 2021
  • Measurement: Sensors - 2023
  • Mobile Information Systems - 2021
  • Mobile Networks and Applications - 2020
  • Modern Physics Letters B - 2021 | 2020
  • Multimedia Tools and Applications - 2023 | 2022 | 2021 | 2020
  • Nature communications - 2020
  • Neural Computing and Applications - 2023 | 2022 | 2021 | 2020 | 2019
  • Neural Networks - 2023 | 2021
  • Neural Processing Letters - 2022
  • Neurocomputing - 2023 | 2022 | 2021 | 2020
  • Pattern Recognition - 2023
  • Pattern Recognition Letters - 2022
  • PeerJ Computer Science - 2023 | 2022 | 2021
  • Physica A: Statistical Mechanics and its Applications - 2023 | 2022 | 2021 | 2020 | 2019
  • Plos one - 2023 | 2021 | 2019
  • Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies - 2021 | 2020 | 2019
  • Promet-Traffic&Transportation - 2022 | 2020
  • Remote Sensing - 2022 | 2021
  • Scientific Reports - 2022
  • Security and Communication Networks - 2023
  • Sensors - 2023 | 2022 | 2021 | 2020 | 2019
  • Smart Cities - 2019
  • SN Applied Sciences - 2020
  • Soft Computing - 2023 | 2022
  • Sustainable Cities and Society - 2022 | 2021 | 2020
  • Sustainable Computing: Informatics and Systems - 2022
  • Sustainability - 2023 | 2022 | 2021 | 2020
  • Symmetry - 2023 | 2022
  • Technologies - 2022
  • Technometrics - 2021
  • The Computer Journal - 2022 | 2021
  • The Journal of Supercomputing - 2023 | 2022 | 2021
  • Transactions in GIS - 2020
  • Transport Reviews - 2023
  • Transportation Letters - 2023 | 2021
  • Transportation Planning and Technology - 2021
  • Transportation Research Part A: Policy and Practice - 2021
  • Transportation Research Part B: Methodological - 2023
  • Transportation Research Part C: Emerging Technologies - 2023 | 2022 | 2021 | 2020 | 2019
  • Transportation Research Part E: Logistics and Transportation Review - 2020
  • Transportation Research Record - 2023 | 2022 | 2021 | 2020
  • Transportation Science - 2022
  • Transportmetrica A: Transport Science - 2022 | 2020
  • Transportmetrica B: Transport Dynamics - 2022 | 2021 | 2020
  • Vietnam Journal of Computer Science - 2022
  • Wireless Communications and Mobile Computing - 2022 | 2021 | 2020
  • Wireless Networks - 2021
  • World Wide Web - 2022 | 2021 | 2020

Conferences

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