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"

23 / 173 papers shown

Title
Transfer Learning with Graph Neural Networks for Short-Term Highway Traffic Forecasting Tanwi Mallick Prasanna Balaprakash E. Rask Jane Macfarlane GNN AI4TS 6 68 0 17 Apr 2020
Exploiting Interpretable Patterns for Flow Prediction in Dockless Bike Sharing Systems Jingjing Gu Qiang Zhou Jingyuan Yang Yanchi Liu Fuzhen Zhuang Yanchao Zhao Hui Xiong 12 19 0 13 Apr 2020
Forecast Network-Wide Traffic States for Multiple Steps Ahead: A Deep Learning Approach Considering Dynamic Non-Local Spatial Correlation and Non-Stationary Temporal Dependency Xinglei Wang Xuefeng Guan Jun Cao N. Zhang Huayi Wu GNN AI4TS 19 42 0 06 Apr 2020
Learning to simulate and design for structural engineering Kai-Hung Chang Chin-Yi Cheng AI4CE 28 49 0 20 Mar 2020
Physical-Virtual Collaboration Modeling for Intra-and Inter-Station Metro Ridership Prediction Lingbo Liu Jingwen Chen Hefeng Wu Jiajie Zhen Guanbin Li Liang Lin 13 9 0 14 Jan 2020
Graph Markov Network for Traffic Forecasting with Missing Data Zhiyong Cui Longfei Lin Ziyuan Pu Yinhai Wang AI4TS 6 94 0 10 Dec 2019
Transfer Learning from an Auxiliary Discriminative Task for Unsupervised Anomaly Detection Urwa Muaz Stanislav Sobolevsky 6 1 0 05 Dec 2019
Forecasting Trajectory and Behavior of Road-Agents Using Spectral Clustering in Graph-LSTMs Rohan Chandra Tianrui Guan Srujan Panuganti Trisha Mittal Uttaran Bhattacharya Aniket Bera Dinesh Manocha AI4TS 32 151 0 02 Dec 2019
Graph Neural Ordinary Differential Equations Michael Poli Stefano Massaroli Junyoung Park Atsushi Yamashita Hajime Asama Jinkyoo Park AI4CE 42 154 0 18 Nov 2019
A Capsule Network-based Model for Learning Node Embeddings D. Q. Nguyen T. Nguyen Dat Quoc Nguyen Dinh Q. Phung GNN 20 9 0 12 Nov 2019
Road Surface Friction Prediction Using Long Short-Term Memory Neural Network Based on Historical Data Ziyuan Pu Shuo Wang Chenglong Liu Zhiyong Cui Yinhai Wang 14 44 0 01 Nov 2019
Incorporating dynamicity of transportation network with multi-weight traffic graph convolutional network for traffic forecasting Y. Shin Yoonjin Yoon AI4TS 45 57 0 16 Sep 2019
Deep Learning for Spatio-Temporal Data Mining: A Survey Senzhang Wang Jiannong Cao Philip S. Yu AI4TS 23 550 0 11 Jun 2019
DDP-GCN: Multi-Graph Convolutional Network for Spatiotemporal Traffic Forecasting Kyungeun Lee Wonjong Rhee AI4TS GNN 13 108 0 29 May 2019
Neural-Attention-Based Deep Learning Architectures for Modeling Traffic Dynamics on Lane Graphs Matthew A. Wright Simon F. G. Ehlers R. Horowitz AI4CE GNN 14 4 0 18 Apr 2019
Autoregressive Models for Sequences of Graphs Daniele Zambon Daniele Grattarola L. Livi C. Alippi 14 8 0 18 Mar 2019
Two-Stream Multi-Channel Convolutional Neural Network (TM-CNN) for Multi-Lane Traffic Speed Prediction Considering Traffic Volume Impact Ruimin Ke Wan Li Zhiyong Cui Yinhai Wang 11 78 0 05 Mar 2019
Graph Neural Processes: Towards Bayesian Graph Neural Networks Andrew N. Carr David Wingate BDL 37 12 0 26 Feb 2019
Grids versus Graphs: Partitioning Space for Improved Taxi Demand-Supply Forecasts Neema Davis G. Raina Krishna Jagannathan AI4TS 22 27 0 18 Feb 2019
A deep learning approach to real-time parking occupancy prediction in spatio-temporal networks incorporating multiple spatio-temporal data sources Shuguan Yang Wei-Ying Ma Xidong Pi Sean Qian GNN AI4CE 19 15 0 21 Jan 2019
A Comprehensive Survey on Graph Neural Networks Zonghan Wu Shirui Pan Fengwen Chen Guodong Long Chengqi Zhang Philip S. Yu FaML GNN AI4TS AI4CE 153 8,350 0 03 Jan 2019
Graph Neural Networks: A Review of Methods and Applications Jie Zhou Ganqu Cui Shengding Hu Zhengyan Zhang Cheng Yang Zhiyuan Liu Lifeng Wang Changcheng Li Maosong Sun AI4CE GNN 28 5,396 0 20 Dec 2018
Using Deep Learning to Extend the Range of Air-Pollution Monitoring and Forecasting Philipp Haehnel Jakub Mareˇcek Julien Monteil Fearghal O'Donncha AI4CE 12 39 0 22 Oct 2018