Uniform Pooling for Graph Networks

The graph convolution network has received a lot of attention because it extends the convolution to non-Euclidean domains. However, the graph pooling method is still less concerned, which can learn coarse graph embedding to facilitate graph classification. Previous pooling methods were based on assi...

وصف كامل

التفاصيل البيبلوغرافية
الحاوية / القاعدة:	Applied Sciences
المؤلفون الرئيسيون:	Jian Qin, Li Liu, Hui Shen, Dewen Hu
التنسيق:	مقال
اللغة:	الإنجليزية
منشور في:	MDPI AG 2020-09-01
الموضوعات:	graph convolution network graph pooling graph classification non-euclidean structured signal
الوصول للمادة أونلاين:	https://www.mdpi.com/2076-3417/10/18/6287

مواد مشابهة

A comprehensive review of graph convolutional networks: approaches and applications
حسب: Xinzheng Xu, وآخرون
منشور في: (2023-05-01)

Hierarchical Pooling in Graph Neural Networks to Enhance Classification Performance in Large Datasets
حسب: Hai Van Pham, وآخرون
منشور في: (2021-09-01)

Enhanced Graph Representation Convolution: Effective Inferring Gene Regulatory Network Using Graph Convolution Network with Self-Attention Graph Pooling Layer
حسب: Duaa Mohammad Alawad, وآخرون
منشور في: (2024-08-01)

Improving hierarchical graph pooling with information bottleneck
حسب: Jun Long, وآخرون
منشور في: (2025-05-01)

Review of Text Classification Methods Based on Graph Convolutional Network
حسب: TAN Ying-ying, WANG Jun-li, ZHANG Chao-bo
منشور في: (2022-08-01)

Real Quadratic-Form-Based Graph Pooling for Graph Neural Networks
حسب: Youfa Liu, وآخرون
منشور في: (2022-06-01)

GSAP: A Global Structure Attention Pooling Method for Graph-Based Visual Place Recognition
حسب: Yukun Yang, وآخرون
منشور في: (2021-04-01)

The Status and Trend of Chinese News Forecast Based on Graph Convolutional Network Pooling Algorithm
حسب: Xiao Han, وآخرون
منشور في: (2022-01-01)

Graph Neural Network: A Comprehensive Review on Non-Euclidean Space
حسب: Nurul A. Asif, وآخرون
منشور في: (2021-01-01)

Co-Attention Graph Pooling for Efficient Pairwise Graph Interaction Learning
حسب: Junhyun Lee, وآخرون
منشور في: (2023-01-01)

Graph Convolutional Network Design for Node Classification Accuracy Improvement
حسب: Mohammad Abrar Shakil Sejan, وآخرون
منشور في: (2023-08-01)

Cross-Scale Spatial Refinement Graph Convolutional Network for Skeleton-Based Action Recognition
حسب: Chengyuan Ke, وآخرون
منشور في: (2025-04-01)

Higher-Order Graph Convolutional Networks With Multi-Scale Neighborhood Pooling for Semi-Supervised Node Classification
حسب: Xun Liu, وآخرون
منشور في: (2021-01-01)

Review of Node Classification Methods Based on Graph Convolutional Neural Networks
حسب: ZHANG Liying, SUN Haihang, SUN Yufa , SHI Bingbo
منشور في: (2024-04-01)

Review of Graph Neural Networks
حسب: HOU Lei, LIU Jinhuan, YU Xu, DU Junwei
منشور في: (2024-06-01)

Graph-based vision transformer with sparsity for training on small datasets from scratch
حسب: Peng Li, وآخرون
منشور في: (2025-07-01)

A Graph Pooling Method Fusing Multiple Structures and Features of Graph Data
حسب: WANG Xiang, WEI Yuxin, MAO Guojun
منشور في: (2025-01-01)

Graph Convolutional Networks Guided by Explicitly Estimated Homophily and Heterophily Degree
حسب: Rui Zhang, وآخرون
منشور في: (2022-10-01)

Spatial-Pooling-Based Graph Attention U-Net for Hyperspectral Image Classification
حسب: Qi Diao, وآخرون
منشور في: (2024-03-01)

Text Classification Method Based on Multi Graph Convolution and Hierarchical Pooling
حسب: WEI Ziang, PENG Jian, HUANG Feihu, JU Shenggen
منشور في: (2024-07-01)

Power system transient stability assessment based on hierarchical graph pooling method considering missing data
حسب: Chenhao Zhao, وآخرون
منشور في: (2025-11-01)

RQPool: A Novel Multi-Branch Graph-Level Anomaly Detection
حسب: Aaron Alex Philip, وآخرون
منشور في: (2025-05-01)

EGCNet: a hierarchical graph convolutional neural network for improved classification of electrocardiograms
حسب: Jianhui Peng, وآخرون
منشور في: (2024-10-01)

FedGCN: Federated Learning-Based Graph Convolutional Networks for Non-Euclidean Spatial Data
حسب: Kai Hu, وآخرون
منشور في: (2022-03-01)

MalHAPGNN: An Enhanced Call Graph-Based Malware Detection Framework Using Hierarchical Attention Pooling Graph Neural Network
حسب: Wenjie Guo, وآخرون
منشور في: (2025-01-01)

Enhancement Economic System Based-Graph Neural Network in Stock Classification
حسب: Yaoqun Xu, وآخرون
منشور في: (2023-01-01)

GRAPH NEURAL NETWORK LEARNING IN LARGE GRAPHS - A CRITICAL REVIEW
حسب: Ashish Gavande, وآخرون
منشور في: (2021-07-01)

Meta-path convolution based heterogeneous graph neural network algorithm
حسب: QIN Zhilong, وآخرون
منشور في: (2024-03-01)

Meta-path convolution based heterogeneous graph neural network algorithm
حسب: QIN Zhilong, وآخرون
منشور في: (2024-03-01)

GCNCPR-ACPs: a novel graph convolution network method for ACPs prediction
حسب: Xiujin Wu, وآخرون
منشور في: (2022-12-01)

Geometric Pooling: Maintaining More Representative Information
حسب: Hao Xu, وآخرون
منشور في: (2024-01-01)

Knowledge-Graph- and GCN-Based Domain Chinese Long Text Classification Method
حسب: Yifei Wang, وآخرون
منشور في: (2023-07-01)

Graph Neural Networks in Point Clouds: A Survey
حسب: Dilong Li, وآخرون
منشور في: (2024-07-01)

An Efficient Graph Convolutional RVFL Network for Hyperspectral Image Classification
حسب: Zijia Zhang, وآخرون
منشور في: (2023-12-01)

Two-way Feature Augmentation Graph Convolution Networks Algorithm
حسب: LI Mengxi, GAO Xindan, LI Xue
منشور في: (2025-07-01)

Graph Attention Networks: A Comprehensive Review of Methods and Applications
حسب: Aristidis G. Vrahatis, وآخرون
منشور في: (2024-09-01)

An End-to-End Multiplex Graph Neural Network for Graph Representation Learning
حسب: Yanyan Liang, وآخرون
منشور في: (2021-01-01)

Hierarchical graph neural network with subgraph perturbations for key gene cluster discovery in cancer staging
حسب: Wenju Hou, وآخرون
منشور في: (2023-07-01)

ARO-GNN: Adaptive relation-optimized graph neural networks
حسب: Yong Lu, وآخرون
منشور في: (2025-08-01)

Anomaly detection in graph databases using graph neural networks: Identifying unusual patterns in graphs
حسب: Ismail Chetoui, وآخرون
منشور في: (2025-09-01)