A Benchmarking Evaluation of Graph Neural Networks on Traffic Speed Prediction

被引：0
|
作者：
Quach, Khang Nguyen Duc [1 ]
Yang, Chaoqun [2 ]
Vu, Viet Hung [3 ]
Nguyen, Thanh Tam [1 ]
Nguyen, Quoc Viet Hung [1 ]
Jo, Jun [1 ]
机构：
[1] Griffith University, Gold Coast, Australia
[2] Chongqing University of Posts and Telecommunications, Chongqing, China
[3] Hanoi University of Science and Technology, Hanoi, Viet Nam
来源：
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) | 2022年 / 13725 LNAI卷
关键词：
Compilation and indexing terms; Copyright 2024 Elsevier Inc;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
Benchmarking - Environmental impact - Forecasting - Graph neural networks
引用
收藏
页码：472 / 488
相关论文
共 50 条
  • [41] Motif Prediction with Graph Neural Networks
    Besta, Maciej
    Grob, Raphael
    Miglioli, Cesare
    Bernold, Nicola
    Kwasniewski, Grzegorz
    Gjini, Gabriel
    Kanakagiri, Raghavendra
    Ashkboos, Saleh
    Gianinazzi, Lukas
    Dryden, Nikoli
    Hoefler, Torsten
    PROCEEDINGS OF THE 28TH ACM SIGKDD CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING, KDD 2022, 2022, : 35 - 45
  • [42] Traffic Speed Prediction Based on Heterogeneous Graph Attention Residual Time Series Convolutional Networks
    Du, Yan
    Qin, Xizhong
    Jia, Zhenhong
    Yu, Kun
    Lin, Mengmeng
    AI, 2021, 2 (04) : 650 - 661
  • [43] Semisupervised Graph Neural Networks for Traffic Classification in Edge Networks
    Yang, Yang
    Lyu, Rui
    Gao, Zhipeng
    Rui, Lanlan
    Yan, Yu
    DISCRETE DYNAMICS IN NATURE AND SOCIETY, 2023, 2023
  • [44] Traffic and Vehicle Speed Prediction with Neural Network and Hidden Markov Model in Vehicular Networks
    Jiang, Bingnan
    Fei, Yunsi
    2015 IEEE INTELLIGENT VEHICLES SYMPOSIUM (IV), 2015, : 1082 - 1087
  • [45] Features injected recurrent neural networks for short-term traffic speed prediction
    Qu, Licheng
    Lyu, Jiao
    Li, Wei
    Ma, Dongfang
    Fan, Haiwei
    NEUROCOMPUTING, 2021, 451 : 290 - 304
  • [46] A comparison of the performance of artificial neural networks and support vector machines for the prediction of traffic speed
    Vanajakshi, L
    Rilett, LR
    2004 IEEE INTELLIGENT VEHICLES SYMPOSIUM, 2004, : 194 - 199
  • [47] Review on application of graph neural network in traffic prediction
    Hu Z.-A.
    Deng J.-C.
    Han J.-L.
    Yuan K.
    Jiaotong Yunshu Gongcheng Xuebao/Journal of Traffic and Transportation Engineering, 2023, 23 (05): : 39 - 61
  • [48] Heterogeneous Fusion Graph Neural Network for Traffic Prediction
    Zang, Di
    Lei, Juntao
    SEVENTH INTERNATIONAL CONFERENCE ON TRAFFIC ENGINEERING AND TRANSPORTATION SYSTEM, ICTETS 2023, 2024, 13064
  • [49] Mining the Graph Representation of Traffic Speed Data for Graph Convolutional Neural Network
    Mao, Jiannan
    Huang, Hao
    Chen, Yuting
    Lu, Weike
    Chen, Guoqiang
    Liu, Lan
    2021 IEEE INTELLIGENT TRANSPORTATION SYSTEMS CONFERENCE (ITSC), 2021, : 1205 - 1210
  • [50] Prediction of traffic fluctuation in telephone networks with neural networks
    Zhang, YZ
    1996 INTERNATIONAL CONFERENCE ON COMMUNICATION TECHNOLOGY, VOLUMES 1 AND 2 - PROCEEDINGS, 1996, : 909 - 912
12345