Deep Learning on Traffic Prediction: Methods, Analysis and Future
Directions

Deep Learning on Traffic Prediction: Methods, Analysis and Future Directions

18 April 2020

Papers citing "Deep Learning on Traffic Prediction: Methods, Analysis and Future Directions"

13 / 13 papers shown

Title
Learning Interpretable Deep State Space Model for Probabilistic Time Series Forecasting Longyuan Li Junchi Yan Xiaokang Yang Yaohui Jin OOD BDL AI4TS 54 61 0 31 Jan 2021
Potential Passenger Flow Prediction: A Novel Study for Urban Transportation Development Yongshun Gong Zhibin Li Jian Zhang Wei Liu Jinfeng Yi AI4TS 11 40 0 07 Dec 2019
Joint Modeling of Local and Global Temporal Dynamics for Multivariate Time Series Forecasting with Missing Values Xianfeng Tang Huaxiu Yao Yiwei Sun Charu C. Aggarwal P. Mitra Suhang Wang AI4TS 50 117 0 22 Nov 2019
GMAN: A Graph Multi-Attention Network for Traffic Prediction Chuanpan Zheng Xiaoliang Fan Cheng-Yu Wang Jianzhong Qi AI4TS AI4CE 63 1,359 0 11 Nov 2019
Forecaster: A Graph Transformer for Forecasting Spatial and Time-Dependent Data Yongqian Li J. M. F. Moura AI4TS 29 30 0 09 Sep 2019
Graph WaveNet for Deep Spatial-Temporal Graph Modeling Zonghan Wu Shirui Pan Guodong Long Jing Jiang Chengqi Zhang GNN AI4TS 39 2,130 0 31 May 2019
DDP-GCN: Multi-Graph Convolutional Network for Spatiotemporal Traffic Forecasting Kyungeun Lee Wonjong Rhee AI4TS GNN 43 110 0 29 May 2019
STG2Seq: Spatial-temporal Graph to Sequence Model for Multi-step Passenger Demand Forecasting Lei Bai Lina Yao S. Kanhere Xianzhi Wang Quan.Z Sheng AI4TS 28 253 0 24 May 2019
Contextualized Spatial-Temporal Network for Taxi Origin-Destination Demand Prediction Lingbo Liu Zhilin Qiu Guanbin Li Qing Wang Wanli Ouyang Liang Lin AI4TS 40 207 0 15 May 2019
Deep Sequence Learning with Auxiliary Information for Traffic Prediction Binbing Liao Jingqing Zhang Chao Wu Douglas McIlwraith Tong Chen Shengwen Yang Yike Guo Fei Wu 39 209 0 13 Jun 2018
Deep Multi-View Spatial-Temporal Network for Taxi Demand Prediction Huaxiu Yao Fei Wu Jintao Ke Xianfeng Tang Yitian Jia Siyu Lu Pinghua Gong Jieping Ye Z. Li GNN 54 1,106 0 23 Feb 2018
Traffic Graph Convolutional Recurrent Neural Network: A Deep Learning Framework for Network-Scale Traffic Learning and Forecasting Zhiyong Cui Kristian C. Henrickson Ruimin Ke Ziyuan Pu Yinhai Wang GNN AI4TS 67 745 0 20 Feb 2018
Spectral Networks and Locally Connected Networks on Graphs Joan Bruna Wojciech Zaremba Arthur Szlam Yann LeCun GNN 85 4,856 0 21 Dec 2013