Traffic Graph Convolutional Recurrent Neural Network: A Deep Learning Framework for Network-Scale Traffic Learning and Forecasting

20 February 2018

Zhiyong Cui

Kristian C. Henrickson

Papers citing "Traffic Graph Convolutional Recurrent Neural Network: A Deep Learning Framework for Network-Scale Traffic Learning and Forecasting"

50 / 173 papers shown

Title
Deep Dual Support Vector Data Description for Anomaly Detection on Attributed Networks Fengbin Zhang Haoyi Fan Ruidong Wang Zuoyong Li Tiancai Liang 16 31 0 01 Sep 2021
GNNSampler: Bridging the Gap between Sampling Algorithms of GNN and Hardware Xin Liu Yurui Lai Shuhan Song Zhengyang Lv Wenming Li Guangyu Sun Xiaochun Ye Xiaochun Ye 24 13 0 26 Aug 2021
DL-Traff: Survey and Benchmark of Deep Learning Models for Urban Traffic Prediction Renhe Jiang Du Yin Zhaonan Wang Yizhuo Wang Jiewen Deng Hangcheng Liu Z. Cai Jinliang Deng Xuan Song Ryosuke Shibasaki AI4TS 57 158 0 20 Aug 2021
EqGNN: Equalized Node Opportunity in Graphs Uriel Singer Kira Radinsky 12 5 0 19 Aug 2021
Self-supervised Consensus Representation Learning for Attributed Graph Changshu Liu Liangjiang Wen Zhao Kang Guangchun Luo Ling Tian SSL 40 50 0 10 Aug 2021
Missing Data Estimation in Temporal Multilayer Position-aware Graph Neural Network (TMP-GNN) Bahareh Najafi S. Parsaeefard A. Leon-Garcia 11 3 0 07 Aug 2021
Incorporating Reachability Knowledge into a Multi-Spatial Graph Convolution Based Seq2Seq Model for Traffic Forecasting Jiexia Ye Furong Zheng Juanjuan Zhao Kejiang Ye Chengzhong Xu AI4TS 10 3 0 04 Jul 2021
BernNet: Learning Arbitrary Graph Spectral Filters via Bernstein Approximation Mingguo He Zhewei Wei Zengfeng Huang Hongteng Xu 44 212 0 21 Jun 2021
Spatial-temporal Conv-sequence Learning with Accident Encoding for Traffic Flow Prediction Zichuan Liu Rui Zhang Chen Wang Zhu Xiao Hongbo Jiang AI4TS 23 18 0 21 May 2021
DistTune: Distributed Fine-Grained Adaptive Traffic Speed Prediction for Growing Transportation Networks Ming-Chang Lee Jia-Chun Lin Ernst Gunnar Gran AI4TS 16 0 0 19 May 2021
Dynamic Graph Convolutional Recurrent Network for Traffic Prediction: Benchmark and Solution Fuxian Li J. Feng Huan Yan G. Jin Depeng Jin Yong Li GNN AI4TS 19 357 0 30 Apr 2021
Traffic signal prediction on transportation networks using spatio-temporal correlations on graphs Semin Kwak N. Geroliminis P. Frossard AI4TS 15 3 0 27 Apr 2021
UniTE -- The Best of Both Worlds: Unifying Function-Fitting and Aggregation-Based Approaches to Travel Time and Travel Speed Estimation T. S. Jepsen Christian S. Jensen Thomas D. Nielsen OT AI4TS 76 2 0 27 Apr 2021
Graph Neural Networks for Traffic Forecasting João Rico J. Barateiro Arlindo L. Oliveira AI4TS AI4CE 16 12 0 27 Apr 2021
Multi-fold Correlation Attention Network for Predicting Traffic Speeds with Heterogeneous Frequency Yidan Sun Guiyuan Jiang S. Lam Peilan He Fangxin Ning 6 4 0 19 Apr 2021
FedGraphNN: A Federated Learning System and Benchmark for Graph Neural Networks Chaoyang He Keshav Balasubramanian Emir Ceyani Carl Yang Han Xie ... Yu Rong P. Zhao Junzhou Huang M. Annavaram Salman Avestimehr FedML OOD 26 2 0 14 Apr 2021
Traffic Forecasting using Vehicle-to-Vehicle Communication Steven Y. K. Wong Lejun Jiang Robin G. Walters Tamás G. Molnár G. Orosz Rose Yu 28 11 0 12 Apr 2021
Sampling methods for efficient training of graph convolutional networks: A survey Xin Liu Yurui Lai Lei Deng Guoqi Li Xiaochun Ye Xiaochun Ye GNN 29 100 0 10 Mar 2021
Meta-Learning with Graph Neural Networks: Methods and Applications Debmalya Mandal Sourav Medya Brian Uzzi Charu C. Aggarwal AI4CE 31 21 0 27 Feb 2021
Physics-Informed Graphical Neural Network for Parameter & State Estimations in Power Systems Laurent Pagnier Michael Chertkov 42 49 0 12 Feb 2021
Efficient Graph Deep Learning in TensorFlow with tf_geometric Jun Hu Shengsheng Qian Quan Fang Youze Wang Quan Zhao Huaiwen Zhang Changsheng Xu GNN 31 53 0 27 Jan 2021
Graph Neural Network for Traffic Forecasting: A Survey Weiwei Jiang Jiayun Luo GNN AI4TS AI4CE 32 837 0 27 Jan 2021
Mind the Gap when Conditioning Amortised Inference in Sequential Latent-Variable Models Justin Bayer Maximilian Soelch Atanas Mirchev Baris Kayalibay Patrick van der Smagt 29 15 0 18 Jan 2021
Hybrid Quantum-Classical Graph Convolutional Network Samuel Yen-Chi Chen T. Wei Chao Zhang Haiwang Yu Shinjae Yoo GNN 13 36 0 15 Jan 2021
MC-LSTM: Mass-Conserving LSTM Pieter-Jan Hoedt Frederik Kratzert D. Klotz Christina Halmich Markus Holzleitner G. Nearing Sepp Hochreiter G. Klambauer 8 59 0 13 Jan 2021
Anomaly Detection for Aggregated Data Using Multi-Graph Autoencoder Tomer Meirman Roni Stern Gilad Katz 12 1 0 11 Jan 2021
Passenger Mobility Prediction via Representation Learning for Dynamic Directed and Weighted Graph Yuandong Wang Hongzhi Yin Tong Chen Chunyang Liu Ben Wang Tianyu Wo Jie Xu AI4TS 69 19 0 04 Jan 2021
A Graph Convolutional Network with Signal Phasing Information for Arterial Traffic Prediction Victor Chan Qijian Gan Alexandre M. Bayen GNN 21 1 0 25 Dec 2020
Spatiotemporal Pattern Mining for Nowcasting Extreme Earthquakes in Southern California Bo Feng Geoffrey C. Fox 11 5 0 20 Dec 2020
Graph Neural Networks: Taxonomy, Advances and Trends Yu Zhou Haixia Zheng Xin Huang Shufeng Hao Dengao Li Jumin Zhao AI4TS 25 115 0 16 Dec 2020
Deep Learning for Road Traffic Forecasting: Does it Make a Difference? Eric L. Manibardo I. Laña Javier Del Ser AI4TS 32 67 0 02 Dec 2020
AST-GCN: Attribute-Augmented Spatiotemporal Graph Convolutional Network for Traffic Forecasting Jiawei Zhu Chao Tao Hanhan Deng Ling Zhao Qiongjie Wang Tao Lin Haifeng Li GNN AI4TS 18 123 0 22 Nov 2020
Meta-Active Learning for Node Response Prediction in Graphs Tomoharu Iwata 11 0 0 12 Oct 2020
Computing Graph Neural Networks: A Survey from Algorithms to Accelerators S. Abadal Akshay Jain Robert Guirado Jorge López-Alonso Eduard Alarcón GNN 30 225 0 30 Sep 2020
Facilitating Connected Autonomous Vehicle Operations Using Space-weighted Information Fusion and Deep Reinforcement Learning Based Control Jiqian Dong Sikai Chen Yujie Li Runjia Du Aaron Steinfeld S. Labi 26 11 0 30 Sep 2020
A Traffic Light Dynamic Control Algorithm with Deep Reinforcement Learning Based on GNN Prediction Xiaorong Hu Chenguang Zhao Gang Wang 16 11 0 29 Sep 2020
Spatio-Temporal Hybrid Graph Convolutional Network for Traffic Forecasting in Telecommunication Networks Marcus Kalander Min Zhou Chengzhi Zhang Hanling Yi Lujia Pan AI4TS 6 19 0 17 Sep 2020
Short-term Traffic Prediction with Deep Neural Networks: A Survey Kyungeun Lee Moonjung Eo Euna Jung Yoonjin Yoon Wonjong Rhee GNN AI4TS 24 52 0 28 Aug 2020
Tree Structure-Aware Graph Representation Learning via Integrated Hierarchical Aggregation and Relational Metric Learning Ziyue Qiao Pengyang Wang Yanjie Fu Yi Du P. Wang Yuanchun Zhou 17 18 0 23 Aug 2020
Deep Multi-View Spatiotemporal Virtual Graph Neural Network for Significant Citywide Ride-hailing Demand Prediction G. Jin Zhexu Xi Hengyu Sha Yanghe Feng Jincai Huang GNN 8 13 0 30 Jul 2020
On the Inclusion of Spatial Information for Spatio-Temporal Neural Networks Rodrigo de Medrano J. Aznarte 29 15 0 15 Jul 2020
Minimal Variance Sampling with Provable Guarantees for Fast Training of Graph Neural Networks Weilin Cong R. Forsati M. Kandemir M. Mahdavi 22 84 0 24 Jun 2020
Graph-Aware Transformer: Is Attention All Graphs Need? Sang-yong Yoo Young-Seok Kim Kang Lee Kuhwan Jeong Junhwi Choi Hoshik Lee Y. S. Choi GNN 22 11 0 09 Jun 2020
How to Build a Graph-Based Deep Learning Architecture in Traffic Domain: A Survey Jiexia Ye Juanjuan Zhao Kejiang Ye Chengzhong Xu GNN AI4TS AI4CE 13 192 0 24 May 2020
Stacked Bidirectional and Unidirectional LSTM Recurrent Neural Network for Forecasting Network-wide Traffic State with Missing Values Zhiyong Cui Ruimin Ke Ziyuan Pu Yinhai Wang AI4TS 15 330 0 24 May 2020
Spatio-Temporal Graph Transformer Networks for Pedestrian Trajectory Prediction Cunjun Yu Xiao Ma Jiawei Ren Haiyu Zhao Shuai Yi 26 459 0 18 May 2020
Multi-Graph Convolutional Network for Relationship-Driven Stock Movement Prediction Jiexia Ye Juanjuan Zhao Kejiang Ye Chengzhong Xu AIFin AI4TS 22 52 0 11 May 2020
An Effective Dynamic Spatio-temporal Framework with Multi-Source Information for Traffic Prediction Jichen Wang Weiguo Zhu Yongqi Sun Chunzi Tian AI4TS 31 4 0 08 May 2020
Constructing Geographic and Long-term Temporal Graph for Traffic Forecasting Yiwen Sun Yulu Wang Kun Fu Zheng Wang Changshui Zhang Jieping Ye AI4TS GNN 19 9 0 23 Apr 2020
Deep Learning on Traffic Prediction: Methods, Analysis and Future Directions Xueyan Yin Genze Wu Jinze Wei Yanming Shen Heng Qi Baocai Yin AI4TS 25 45 0 18 Apr 2020