Short-term traffic flow forecasting with spatial-temporal correlation in a hybrid deep learning framework

3 December 2016

Papers citing "Short-term traffic flow forecasting with spatial-temporal correlation in a hybrid deep learning framework"

40 / 40 papers shown

Title
The Geography of Transportation Cybersecurity: Visitor Flows, Industry Clusters, and Spatial Dynamics Y. Wang Kailai Wang Songhua Hu Yunpeng Zhang Gino Lim Pengyu Zhu 11 0 0 12 May 2025
Temporal Attention Evolutional Graph Convolutional Network for Multivariate Time Series Forecasting Xinlong Zhao L. Zhang Tianbo Zou Yan Zhang AI4TS 26 0 0 01 May 2025
GraphSparseNet: a Novel Method for Large Scale Traffic Flow Prediction Weiyang Kong Kaiqi Wu Sen Zhang Yubao Liu AI4TS GNN 78 0 0 27 Feb 2025
FRTP: Federating Route Search Records to Enhance Long-term Traffic Prediction Hangli Ge Xiaojie Yang Itsuki Matsunaga Dizhi Huang Noboru Koshizuka AI4TS 24 0 0 23 Dec 2024
TempoKGAT: A Novel Graph Attention Network Approach for Temporal Graph Analysis Lena Sasal Daniel Busby Abdenour Hadid 32 1 0 29 Aug 2024
A Multi-Graph Convolutional Neural Network Model for Short-Term Prediction of Turning Movements at Signalized Intersections Jewel Rana Palit Osama A Osman 27 0 0 02 Jun 2024
Dynamic Adjustment of Matching Radii under the Broadcasting Mode: A Novel Multitask Learning Strategy and Temporal Modeling Approach Taijie Chen Zijian Shen Siyuan Feng Linchuan Yang Jintao Ke 11 0 0 09 Dec 2023
Short-term prediction of construction waste transport activities using AI-Truck Meng Xu Ke Han 13 0 0 07 Dec 2023
Networkwide Traffic State Forecasting Using Exogenous Information: A Multi-Dimensional Graph Attention-Based Approach Syed Islam Monika Filipovska AI4TS 16 0 0 18 Oct 2023
TrafFormer: A Transformer Model for Predicting Long-term Traffic David Alexander Tedjopurnomo F. Choudhury A. K. Qin 4 5 0 24 Feb 2023
Residual Correction in Real-Time Traffic Forecasting Daejin Kim Young Cho Dongmin Kim Cheonbok Park Jaegul Choo 14 7 0 12 Sep 2022
A Graph and Attentive Multi-Path Convolutional Network for Traffic Prediction Jianzhong Qi Zhuowei Zhao E. Tanin Tingru Cui Neema Nassir Majid Sarvi GNN 20 24 0 30 May 2022
Spatial-Temporal Attention Fusion Network for short-term passenger flow prediction on holidays in urban rail transit systems Shuxin Zhang Jinlei Zhang Lixing Yang Jiateng Yin Ziyou Gao AI4TS 23 1 0 27 Feb 2022
Earthquake Nowcasting with Deep Learning Geoffrey C. Fox John B. Rundle A. Donnellan Bo Feng AI4Cl AI4CE 21 6 0 18 Dec 2021
GACAN: Graph Attention-Convolution-Attention Networks for Traffic Forecasting Based on Multi-granularity Time Series Sikai Zhang Hong Zheng H. Su Bo Yan Jiamou Liu Song Yang AI4TS 11 3 0 27 Oct 2021
Multi-Graph Convolutional-Recurrent Neural Network (MGC-RNN) for Short-Term Forecasting of Transit Passenger Flow Yuxin He Lishuai Li Xinting Zhu K. Tsui AI4TS 15 53 0 28 Jul 2021
Spatial-Temporal Tensor Graph Convolutional Network for Traffic Prediction Xuran Xu Tong Zhang Chunyan Xu Zhen Cui Jian Yang GNN 11 3 0 10 Mar 2021
AGSTN: Learning Attention-adjusted Graph Spatio-Temporal Networks for Short-term Urban Sensor Value Forecasting Yi-Ju Lu Cheng-Te Li AI4TS 9 16 0 29 Jan 2021
Deep Learning for Road Traffic Forecasting: Does it Make a Difference? Eric L. Manibardo I. Laña Javier Del Ser AI4TS 29 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 8 123 0 22 Nov 2020
Joint predictions of multi-modal ride-hailing demands: a deep multi-task multigraph learning-based approach Jintao Ke Siyuan Feng Zheng Zhu Hai Yang Jieping Ye AI4TS 11 78 0 11 Nov 2020
Short-term Traffic Prediction with Deep Neural Networks: A Survey Kyungeun Lee Moonjung Eo Euna Jung Yoonjin Yoon Wonjong Rhee GNN AI4TS 16 52 0 28 Aug 2020
Forecasting of the Montreal Subway Smart Card Entry Logs with Event Data Florian Toqué E. Côme Martin Trépanier L. Oukhellou AI4TS 7 3 0 22 Aug 2020
A3T-GCN: Attention Temporal Graph Convolutional Network for Traffic Forecasting Jiawei Zhu Yujiao Song Ling Zhao Haifeng Li AI4TS 8 259 0 20 Jun 2020
Preserving Dynamic Attention for Long-Term Spatial-Temporal Prediction Haoxing Lin Rufan Bai Weijia Jia Xinyu Yang Yongjian You HAI AI4TS 16 63 0 16 Jun 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 11 330 0 24 May 2020
An Effective Dynamic Spatio-temporal Framework with Multi-Source Information for Traffic Prediction Jichen Wang Weiguo Zhu Yongqi Sun Chunzi Tian AI4TS 23 4 0 08 May 2020
Enhance the performance of navigation: A two-stage machine learning approach Yimin Fan Zhiyuan Wang Yuan-Cheng Lin Haisheng Tan 6 3 0 02 Apr 2020
Spatial-Temporal Transformer Networks for Traffic Flow Forecasting Mingxing Xu Wenrui Dai Chunmiao Liu Xing Gao Weiyao Lin Guo-Jun Qi H. Xiong AI4TS 12 358 0 09 Jan 2020
Spatial-Temporal Self-Attention Network for Flow Prediction Haoxing Lin Weijia Jia Yiping Sun Yongjian You 3DPC AI4TS 30 8 0 13 Dec 2019
Mapping road safety features from streetview imagery: A deep learning approach Arpan Man Sainju Zhe Jiang 8 19 0 15 Jul 2019
3D Graph Convolutional Networks with Temporal Graphs: A Spatial Information Free Framework For Traffic Forecasting Ting Yu Mengzhang Li Jiyong Zhang Zhanxing Zhu AI4TS GNN 15 48 0 03 Mar 2019
Dynamic Spatio-temporal Graph-based CNNs for Traffic Prediction Menglin Wang Fei Chen Baisheng Lai Zhongming Jin Yong Liu ... Long Wei Pengfei Wang Yandong Tang Jianqiang Huang Xiansheng Hua GNN AI4TS 16 36 0 05 Dec 2018
T-GCN: A Temporal Graph ConvolutionalNetwork for Traffic Prediction Ling Zhao Yujiao Song Chao Zhang Yu Liu Pu Wang Tao Lin Min Deng Haifeng Li AI4TS 15 1,978 0 12 Nov 2018
Forecasting Transportation Network Speed Using Deep Capsule Networks with Nested LSTM Models Xiaolei Ma Yi Li Zhiyong Cui Yinhai Wang AI4TS GNN 11 115 0 01 Nov 2018
Travel Speed Prediction with a Hierarchical Convolutional Neural Network and Long Short-Term Memory Model Framework Wei Wang Xucheng Li 4 5 0 06 Sep 2018
Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting Ting Yu Haoteng Yin Zhanxing Zhu GNN AI4TS 13 3,632 0 14 Sep 2017
Short-Term Forecasting of Passenger Demand under On-Demand Ride Services: A Spatio-Temporal Deep Learning Approach Jintao Ke Hongyu Zheng Hai Yang Xiqun X. Chen AI4TS 14 598 0 20 Jun 2017
Spatiotemporal Recurrent Convolutional Networks for Traffic Prediction in Transportation Networks Haiyang Yu Zhihai Wu Shuqin Wang Yunpeng Wang Xiaolei Ma AI4TS GNN 8 539 0 07 May 2017
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 230 7,903 0 13 Jun 2015