Spatiotemporal Recurrent Convolutional Networks for Traffic Prediction in Transportation Networks

7 May 2017

Papers citing "Spatiotemporal Recurrent Convolutional Networks for Traffic Prediction in Transportation Networks"

24 / 24 papers shown

Title
A Multi-Layer CNN-GRUSKIP model based on transformer for spatial TEMPORAL traffic flow prediction Karimeh Ibrahim Mohammad Ata Mohd Khair Hassan Ayad Ghany Ismaeel Syed Abdul Rahman Al-Haddad Thamer Alquthami Sameer Alani 34 7 0 09 Jan 2025
Incorporating Long-term Data in Training Short-term Traffic Prediction Model Xiannan Huang Shuhan Qiu Yan Cheng Quan Yuan Chao Yang AI4TS 30 0 0 16 Oct 2024
Deep Learning Methods for Adjusting Global MFD Speed Estimations to Local Link Configurations Zhixiong Jin Dimitrios Tsitsokas N. Geroliminis Ludovic Leclercq 30 0 0 23 May 2024
DSTCGCN: Learning Dynamic Spatial-Temporal Cross Dependencies for Traffic Forecasting Binqing Wu Ling-Hao Chen GNN AI4TS 31 3 0 02 Jul 2023
TrafFormer: A Transformer Model for Predicting Long-term Traffic David Alexander Tedjopurnomo F. Choudhury A. K. Qin 19 5 0 24 Feb 2023
Efficient Traffic State Forecasting using Spatio-Temporal Network Dependencies: A Sparse Graph Neural Network Approach Bin Lei Shaoyi Huang Caiwen Ding Monika Filipovska GNN AI4TS 14 0 0 06 Nov 2022
Simpler is better: Multilevel Abstraction with Graph Convolutional Recurrent Neural Network Cells for Traffic Prediction Naghmeh Shafiee Roudbari Zachary Patterson Ursula Eicker Charalambos (Charis) Poullis GNN AI4TS 11 2 0 08 Sep 2022
Enhancing the Robustness via Adversarial Learning and Joint Spatial-Temporal Embeddings in Traffic Forecasting Juyong Jiang Binqing Wu Ling-Hao Chen Kai Zhang Sunghun Kim AI4TS 33 18 0 05 Aug 2022
A Transferable Intersection Reconstruction Network for Traffic Speed Prediction Pengyu Fu Liang Chu Zhuoran Hou Jincheng Hu Yanjun Huang Yuanjian Zhang 11 0 0 22 Jul 2022
Spatiotemporal Data Mining: A Survey Arun Sharma Zhe Jiang Shashi Shekhar AI4TS 20 9 0 26 Jun 2022
Dynamical prediction of two meteorological factors using the deep neural network and the long short-term memory $(2)$ Ki-Hong Shin Jae-Won Jung Ki-Ho Chang Dong-In Lee C. You Kyungsik Kim 21 2 0 28 Apr 2021
Learning dynamic and hierarchical traffic spatiotemporal features with Transformer Haoyang Yan Xiaolei Ma ViT AI4TS 16 150 0 12 Apr 2021
Bayesian Graph Convolutional Network for Traffic Prediction Jun Fu Wei Zhou Zhibo Chen GNN BDL 16 8 0 01 Apr 2021
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
KST-GCN: A Knowledge-Driven Spatial-Temporal Graph Convolutional Network for Traffic Forecasting Jiawei Zhu Xing Han Hanhan Deng Chao Tao Ling Zhao Pu Wang Tao Lin Haifeng Li AI4TS 29 99 0 26 Nov 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 18 330 0 24 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 22 9 0 23 Apr 2020
Multi-Range Attentive Bicomponent Graph Convolutional Network for Traffic Forecasting Weiqiu Chen Ling Chen Yu Xie Wei Cao Yusong Gao Xiaojie Feng AI4TS 24 291 0 27 Nov 2019
Deep Learning for Spatio-Temporal Data Mining: A Survey Senzhang Wang Jiannong Cao Philip S. Yu AI4TS 26 549 0 11 Jun 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
An Online Decision-Theoretic Pipeline for Responder Dispatch Ayan Mukhopadhyay Geoffrey Pettet Chinmaya Samal A. Dubey Yevgeniy Vorobeychik OffRL 9 24 0 21 Feb 2019
Multi-Output Gaussian Processes for Crowdsourced Traffic Data Imputation Filipe Rodrigues Kristian C. Henrickson Francisco Câmara Pereira 14 64 0 20 Dec 2018
A Hybrid Method for Traffic Flow Forecasting Using Multimodal Deep Learning Shengdong Du Tianrui Li Xun Gong S. Horng AI4TS 28 150 0 06 Mar 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 39 736 0 20 Feb 2018