ST-DGCN: A Novel Spatial-Temporal Dynamic Graph Convolutional Network for Cardiovascular Diseases Diagnosis

Recently, Deep Learning (DL) technology has made significant progress in the field of automatic diagnosis of cardiovascular diseases (CVDs) based on electrocardiograms (ECGs). Multi-lead ECG signals are physiological signals obtained through a series of lead systems based on potential differences be...

Full description

Bibliographic Details
Published in:	IEEE Access
Main Authors:	Qi Xu, Yi Xia
Format:	Article
Language:	English
Published:	IEEE 2025-01-01
Subjects:	Dynamic graph convolutional networks (DGCN) electrocardiogram (ECG) cardiovascular disease (CVD) spatial-temporal physiological connections hierarchical centroid graph pooling
Online Access:	https://ieeexplore.ieee.org/document/11146785/

Similar Items

MST-DGCN: Multi-Scale Temporal–Dynamic Graph Convolutional with Orthogonal Gate for Imbalanced Multi-Label ECG Arrhythmia Classification
by: Jie Chen, et al.
Published: (2025-09-01)

NPU RGBD Dataset and a Feature-Enhanced LSTM-DGCN Method for Action Recognition of Basketball Players<sup>+</sup>
by: Chunyan Ma, et al.
Published: (2021-05-01)

Feature-guided dynamic graph convolutional network for wetland hyperspectral image classification
by: Zhongwei Li, et al.
Published: (2023-09-01)

Enhancing biometric identification using 12-lead ECG signals and graph convolutional networks
by: Maram Al Alfi, et al.
Published: (2025-04-01)

EGCNet: a hierarchical graph convolutional neural network for improved classification of electrocardiograms
by: Jianhui Peng, et al.
Published: (2024-10-01)

Hierarchical Pooling in Graph Neural Networks to Enhance Classification Performance in Large Datasets
by: Hai Van Pham, et al.
Published: (2021-09-01)

A comprehensive review of graph convolutional networks: approaches and applications
by: Xinzheng Xu, et al.
Published: (2023-05-01)

ERGCN: Enhanced Relational Graph Convolution Network, an Optimization for Entity Prediction Tasks on Temporal Knowledge Graphs
by: Yinglin Wang, et al.
Published: (2022-12-01)

ECG-GraphNet: Advanced arrhythmia classification based on graph convolutional networks
by: Myeonghun Lee, BS, et al.
Published: (2025-08-01)

Spatio-temporal Graph Mining Model Based on Graph Wavelet Convolutional Neural Network
by: Shihao ZHAO, Guojun MAO, Baoping XIONG, Shan HUANG, Jianghong LIN
Published: (2023-07-01)

Enhanced Graph Representation Convolution: Effective Inferring Gene Regulatory Network Using Graph Convolution Network with Self-Attention Graph Pooling Layer
by: Duaa Mohammad Alawad, et al.
Published: (2024-08-01)

Remaining Useful Life Prognostics of Bearings Based on a Novel Spatial Graph-Temporal Convolution Network
by: Peihong Li, et al.
Published: (2021-06-01)

Cross-Scale Spatial Refinement Graph Convolutional Network for Skeleton-Based Action Recognition
by: Chengyuan Ke, et al.
Published: (2025-04-01)

An Efficient Vertex-Driven Temporal Graph Model and Subgraph Clustering Method
by: Hanlin Zhang, et al.
Published: (2022-01-01)

On the Design of an Efficient Cardiac Health Monitoring System Through Combined Analysis of ECG and SCG Signals
by: Prasan Kumar Sahoo, et al.
Published: (2018-01-01)

A Temporal Ensembling Based Semi-Supervised Graph Convolutional Network for Power Quality Disturbances Classification
by: Jiajun Cai, et al.
Published: (2024-01-01)

A Prediction Model of Incident Cardiovascular Disease in Patients with Sleep-Disordered Breathing
by: Jong-Uk Park, et al.
Published: (2021-11-01)

Power system transient stability assessment based on hierarchical graph pooling method considering missing data
by: Chenhao Zhao, et al.
Published: (2025-11-01)

Atrial Fibrillation Detection Algorithm Based on Graph Convolution Network
by: Hua Ma, et al.
Published: (2023-01-01)

ADSTGCN: A Dynamic Adaptive Deeper Spatio-Temporal Graph Convolutional Network for Multi-Step Traffic Forecasting
by: Zhengyan Cui, et al.
Published: (2023-08-01)

Dynamic Spatio-Temporal Graph Fusion Convolutional Network for Urban Traffic Prediction
by: Haodong Ma, et al.
Published: (2023-08-01)

Vehicle Trajectory Prediction Based on Spatial-Temporal Graph Attention Convolutional Network
by: YUAN Jing, XIA Ying
Published: (2024-12-01)

MD-GCN: A Multi-Scale Temporal Dual Graph Convolution Network for Traffic Flow Prediction
by: Xiaohui Huang, et al.
Published: (2023-01-01)

Graph learning-based spatial-temporal graph convolutional neural networks for traffic forecasting
by: Na Hu, et al.
Published: (2022-12-01)

The Status and Trend of Chinese News Forecast Based on Graph Convolutional Network Pooling Algorithm
by: Xiao Han, et al.
Published: (2022-01-01)

A bike-sharing demand prediction model based on Spatio-Temporal Graph Convolutional Networks
by: Chaoran Zhou, et al.
Published: (2024-10-01)

Integrating concept of pharmacophore with graph neural networks for chemical property prediction and interpretation
by: Yue Kong, et al.
Published: (2022-08-01)

STAGCN: Spatial–Temporal Attention Graph Convolution Network for Traffic Forecasting
by: Yafeng Gu, et al.
Published: (2022-05-01)

Spatial-Temporal Dynamic Graph Convolutional Neural Network for Traffic Prediction
by: Wenjuan Xiao, et al.
Published: (2023-01-01)

Uniform Pooling for Graph Networks
by: Jian Qin, et al.
Published: (2020-09-01)

A novel Knowledge Graph recommendation algorithm based on Graph Convolutional Network
by: Hui Guo, et al.
Published: (2024-12-01)

Multi-Label Classification Model of Electrocardiogram Based on Adaptive Graph Convolutional Network
by: HE Yuhang, LIU Yan, CHEN Gang
Published: (2022-12-01)

Forced oscillation location based on temporal graph convolutional network
by: Lei Li, et al.
Published: (2023-04-01)

Temporal-Guided Knowledge Graph-Enhanced Graph Convolutional Network for Personalized Movie Recommendation Systems
by: Chin-Yi Chen, et al.
Published: (2023-09-01)

Enhanced Effectiveness in Various Ladder Graphs Based on the <i>F</i>-Centroidal Meanness Criterion
by: A. Rajesh Kannan, et al.
Published: (2023-07-01)

A3T-GCN: Attention Temporal Graph Convolutional Network for Traffic Forecasting
by: Jiandong Bai, et al.
Published: (2021-07-01)

Multi-Step-Ahead Electricity Price Forecasting Based on Temporal Graph Convolutional Network
by: Haokun Su, et al.
Published: (2022-07-01)

Pathological-Gait Recognition Using Spatiotemporal Graph Convolutional Networks and Attention Model
by: Jungi Kim, et al.
Published: (2022-06-01)

A graph-based cardiac arrhythmia classification methodology using one-lead ECG recordings
by: Dorsa EPMoghaddam, et al.
Published: (2024-06-01)

Knowledge graph analysis and visualization of artificial intelligence applied in electrocardiogram
by: Mengting Yang, et al.
Published: (2023-02-01)