arrow
返回

Kernel entropy graph isomorphism network for graph classification

delete2026-01-28
delete0
PRE
AI
L
Lixiang Xu
W
Wei Ge
聂
聂飞平 (Feiping Nie)
陈
陈恩红 (Enhong Chen)
B
Bin Luo
DOI:10.1016/j.patcog.2026.113182delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
• We propose a fusion method for graph neural networks and graph kernels based on the attention mechanism. • We use a shortest path matching kernel to extract global structural features of graph. • We adopt an entropy-based graph isomorphism network to extract local structural features of graph. • We utilize the Nystom method kernel matrix for reduced-rank decomposition, which reduces the time consumed for model computation.

期刊

Pattern Recognition 封面图
Pattern Recognition
IF:
7.6
论文数:
1.3W
被引数:
4.5W

机构

C
computer science
学者数:
1.5K
论文数: 737
被引数: 0
A
artificial intelligence
学者数:
333
论文数: 176
被引数: 0
S
School of Computer Science and Technology
学者数:
1.5K
论文数: 566
被引数: 0
A
artificial intelligence and big data
学者数:
12
论文数: 5
被引数: 0
学者 查看更多机构
引用论文

引用论文

err分享
err收藏
Deep Renyi entropy graph kernel深度Renyi熵图核
err2021-03-01
err23
PREAI
errXu, Lixiang; Bai, Lu; Jiang, Xiaoyi; Tan, Ming; Zhang, Daoqiang; Luo, Bin
err分享
err收藏
Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting
err2023-01-01
err0
errOAAI
errGiorgos Bouritsas; Fabrizio Frasca; Stefanos Zafeiriou; Michael M. Bronstein
err分享
err收藏
On the von Neumann entropy of graphs
err2018-11-23
err0
errOAAI
errGiorgia Minello; Luca Rossi; Andrea Torsello
err分享
err收藏
GNN-LoFI: A novel graph neural network through localized feature-based histogram intersection
err2024-04-01
err1
errOAAI
errBicciato, Alessandro; Cosmo, Luca; Minello, Giorgia; Rossi, Luca; Torsello, Andrea
err分享
err收藏
Motif Entropy Graph Kernel
err2023-08-01
err1
PREAI
errZhang, Liang; Yi, Longqiang; Liu, Yu; Wang, Cheng; Zhou, Da
err分享
err收藏
学者 查看更多内容