MGHCN: Multi-graph structures and hypergraph convolutional networks for traffic flow prediction
Accurate and timely traffic flow predictions are essential for effective traffic management and congestion reduction. However, most traditional prediction methods often fail to capture the complex dynamics and correlations within traffic flows due to insufficient processing of spatiotemporal data. S...
| Published in: | Alexandria Engineering Journal |
|---|---|
| Main Authors: | Xuanxuan Fan, Kaiyuan Qi, Dong Wu, Haonan Xie, Zhijian Qu, Chongguang Ren |
| Format: | Article |
| Language: | English |
| Published: |
Elsevier
2025-01-01
|
| Subjects: | |
| Online Access: | http://www.sciencedirect.com/science/article/pii/S1110016824011773 |
Similar Items
Multi dynamic temporal representation graph convolutional network for traffic flow prediction
by: Zuojun Wu, et al.
Published: (2025-05-01)
by: Zuojun Wu, et al.
Published: (2025-05-01)
Frequency Enhanced Dynamic Graph Convolutional Networks for Traffic Flow Forecasting
by: Liyuan Wang, et al.
Published: (2025-01-01)
by: Liyuan Wang, et al.
Published: (2025-01-01)
Time-Evolving Graph Convolutional Recurrent Network for Traffic Prediction
by: Weimin Mai, et al.
Published: (2022-03-01)
by: Weimin Mai, et al.
Published: (2022-03-01)
sAMDGCN: sLSTM-Attention-Based Multi-Head Dynamic Graph Convolutional Network for Traffic Flow Forecasting
by: Shiyuan Zhang, et al.
Published: (2025-01-01)
by: Shiyuan Zhang, et al.
Published: (2025-01-01)
On the planarity of the k-zero-divisor hypergraphs
by: T. Tamizh Chelvam, et al.
Published: (2015-11-01)
by: T. Tamizh Chelvam, et al.
Published: (2015-11-01)
STFGCN: Spatio-Temporal Fusion Graph Convolutional Networks for Subway Traffic Prediction
by: Xiaoxi Zhang, et al.
Published: (2024-01-01)
by: Xiaoxi Zhang, et al.
Published: (2024-01-01)
Temporal representation learning enhanced dynamic adversarial graph convolutional network for traffic flow prediction
by: Linlong Chen, et al.
Published: (2025-03-01)
by: Linlong Chen, et al.
Published: (2025-03-01)
Spatial-temporal hypergraph convolutional network for traffic forecasting
by: Zhenzhen Zhao, et al.
Published: (2023-07-01)
by: Zhenzhen Zhao, et al.
Published: (2023-07-01)
TEA-GCN: Transformer-Enhanced Adaptive Graph Convolutional Network for Traffic Flow Forecasting
by: Xiaxia He, et al.
Published: (2024-11-01)
by: Xiaxia He, et al.
Published: (2024-11-01)
New strong colouring of hypergraphs
by: Sandro Rajola, et al.
Published: (2011-06-01)
by: Sandro Rajola, et al.
Published: (2011-06-01)
Spatial–Temporal Traffic Flow Prediction With Fusion Graph Convolution Network and Enhanced Gated Recurrent Units
by: Chuang Cai, et al.
Published: (2024-01-01)
by: Chuang Cai, et al.
Published: (2024-01-01)
Monochromatic Edges in Complete Multipartite Hypergraphs
by: Teeradej Kittipassorn, et al.
Published: (2022-07-01)
by: Teeradej Kittipassorn, et al.
Published: (2022-07-01)
Dynamic graph convolutional networks with Temporal representation learning for traffic flow prediction
by: Aihua Zhang
Published: (2025-05-01)
by: Aihua Zhang
Published: (2025-05-01)
Graph Entropy Based on Strong Coloring of Uniform Hypergraphs
by: Lusheng Fang, et al.
Published: (2021-12-01)
by: Lusheng Fang, et al.
Published: (2021-12-01)
PMGCN: Progressive Multi-Graph Convolutional Network for Traffic Forecasting
by: Zhenxin Li, et al.
Published: (2023-06-01)
by: Zhenxin Li, et al.
Published: (2023-06-01)
Highway traffic flow forecasting based on spatiotemporal relationship
by: Junshan TIAN, et al.
Published: (2024-09-01)
by: Junshan TIAN, et al.
Published: (2024-09-01)
Graph Neural Network for Traffic Flow Situation Prediction
by: JIANG Shan, DING Zhiming, XU Xinrun, YAN Jin
Published: (2021-06-01)
by: JIANG Shan, DING Zhiming, XU Xinrun, YAN Jin
Published: (2021-06-01)
STHSGCN: Spatial-temporal heterogeneous and synchronous graph convolution network for traffic flow prediction
by: Xian Yu, et al.
Published: (2023-09-01)
by: Xian Yu, et al.
Published: (2023-09-01)
Dynamic Hypergraph Convolutional Networks for Hand Motion Gesture Sequence Recognition
by: Dong-Xing Jing, et al.
Published: (2025-06-01)
by: Dong-Xing Jing, et al.
Published: (2025-06-01)
Problems on chromatic polynomials of hypergraphs
by: Ruixue Zhang, et al.
Published: (2020-10-01)
by: Ruixue Zhang, et al.
Published: (2020-10-01)
Characterization and recognition of edge intersection graphs of trichromatic hypergraphs with finite multiplicity in the class of split graphs
by: T. V. Lubasheva
Published: (2018-12-01)
by: T. V. Lubasheva
Published: (2018-12-01)
Smallworldness in hypergraphs
by: Tanu Raghav, et al.
Published: (2023-01-01)
by: Tanu Raghav, et al.
Published: (2023-01-01)
Grid Partition-Based Dynamic Spatial–Temporal Graph Convolutional Network for Large-Scale Traffic Flow Forecasting
by: Lifeng Gao, et al.
Published: (2025-05-01)
by: Lifeng Gao, et al.
Published: (2025-05-01)
Multistep Coupled Graph Convolution With Temporal-Attention for Traffic Flow Prediction
by: Xiaohui Huang, et al.
Published: (2022-01-01)
by: Xiaohui Huang, et al.
Published: (2022-01-01)
Improving healthy food recommender systems through heterogeneous hypergraph learning
by: Jing Wang, et al.
Published: (2024-12-01)
by: Jing Wang, et al.
Published: (2024-12-01)
Domination hypergraphs of certain digraphs
by: Martin Sonntag, et al.
Published: (2010-01-01)
by: Martin Sonntag, et al.
Published: (2010-01-01)
Predicting traffic propagation flow in urban road network with multi-graph convolutional network
by: Haiqiang Yang, et al.
Published: (2023-06-01)
by: Haiqiang Yang, et al.
Published: (2023-06-01)
Semi-Supervised Classification via Hypergraph Convolutional Extreme Learning Machine
by: Zhewei Liu, et al.
Published: (2021-04-01)
by: Zhewei Liu, et al.
Published: (2021-04-01)
MD-GCN: A Multi-Scale Temporal Dual Graph Convolution Network for Traffic Flow Prediction
by: Xiaohui Huang, et al.
Published: (2023-01-01)
by: Xiaohui Huang, et al.
Published: (2023-01-01)
The -annihilating-ideal hypergraph of commutative ring
by: K. Selvakumar, et al.
Published: (2019-12-01)
by: K. Selvakumar, et al.
Published: (2019-12-01)
Hypergraph Convolutional Subspace Clustering With Multihop Aggregation for Hyperspectral Image
by: Zijia Zhang, et al.
Published: (2022-01-01)
by: Zijia Zhang, et al.
Published: (2022-01-01)
IEDSFAN: information enhancement and dynamic-static fusion attention network for traffic flow forecasting
by: Lianfei Yu, et al.
Published: (2024-11-01)
by: Lianfei Yu, et al.
Published: (2024-11-01)
OCPHN: Outfit Compatibility Prediction with Hypergraph Networks
by: Zhuo Li, et al.
Published: (2022-10-01)
by: Zhuo Li, et al.
Published: (2022-10-01)
Attention-based spatio-temporal graph convolutional network considering external factors for multi-step traffic flow prediction
by: Jihua Ye, et al.
Published: (2022-06-01)
by: Jihua Ye, et al.
Published: (2022-06-01)
Mixed-Graph Neural Network for Traffic Flow Prediction by Capturing Dynamic Spatiotemporal Correlations
by: Xing Su, et al.
Published: (2025-09-01)
by: Xing Su, et al.
Published: (2025-09-01)
Encapsulation structure and dynamics in hypergraphs
by: Timothy LaRock, et al.
Published: (2023-01-01)
by: Timothy LaRock, et al.
Published: (2023-01-01)
Gated Recurrent Unit Embedded with Dual Spatial Convolution for Long-Term Traffic Flow Prediction
by: Qingyong Zhang, et al.
Published: (2023-09-01)
by: Qingyong Zhang, et al.
Published: (2023-09-01)
Reticula: A temporal network and hypergraph analysis software package
by: Arash Badie-Modiri, et al.
Published: (2023-02-01)
by: Arash Badie-Modiri, et al.
Published: (2023-02-01)
Maximum Hypergraphs without Regular Subgraphs
by: Kim Jaehoon, et al.
Published: (2014-02-01)
by: Kim Jaehoon, et al.
Published: (2014-02-01)
Research on Urban Road Traffic Flow Prediction Based on Sa-Dynamic Graph Convolutional Neural Network
by: Song Hu, et al.
Published: (2025-01-01)
by: Song Hu, et al.
Published: (2025-01-01)
Similar Items
-
Multi dynamic temporal representation graph convolutional network for traffic flow prediction
by: Zuojun Wu, et al.
Published: (2025-05-01) -
Frequency Enhanced Dynamic Graph Convolutional Networks for Traffic Flow Forecasting
by: Liyuan Wang, et al.
Published: (2025-01-01) -
Time-Evolving Graph Convolutional Recurrent Network for Traffic Prediction
by: Weimin Mai, et al.
Published: (2022-03-01) -
sAMDGCN: sLSTM-Attention-Based Multi-Head Dynamic Graph Convolutional Network for Traffic Flow Forecasting
by: Shiyuan Zhang, et al.
Published: (2025-01-01) -
On the planarity of the k-zero-divisor hypergraphs
by: T. Tamizh Chelvam, et al.
Published: (2015-11-01)
