logo
科言猫学术研究的AI总结
language
手机端手机端
  • Phone Feature微信小程序
简体中文简体中文
notice消息通知
博客博客
delete
arrow
返回

Multi-view Clustering based on Doubly Stochastic Graph

delete2025-06-17
delete0
PRE
AI
N
Nian Wang
Z
Zhigao Cui
A
Aihua Li
R
Rong Wang *
聂
聂飞平 (Feiping Nie) *
DOI：10.1016/j.sigpro.2025.110144delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
• 我们引入双随机图学习来过滤图中的噪声，并针对多视图聚类提出了一种新模型（MCDSG）。 • 我们创新性地提出了一种简单而高效的方法来优化双随机条件。 • 我们提出了一种在人脸图像关键位置添加噪声的流程，并获得了名为noisedORL的含噪人脸数据集。 • 实验表明，我们的MCDSG对含噪数据更具鲁棒性，并在基准数据集上实现了SOTA的聚类性能。
Keyword:
Multi-view Graph-based Clustering
Doubly Stochastic Graph learning
ALM based optimization

期刊

Signal Processing 封面图
Signal Processing
IF:
3.6
论文数:
10.0K
被引数:
1.7W

机构

N
Northwestern Polytechnical University
学者数:
4.6W
论文数: 3.7W
被引数: 5.3W
X
Xi'an Research Institute of High Tech
学者数:
5
论文数: 3
被引数: 0
引用论文

引用论文

Depth-First Search and Linear Graph Algorithms
errSIAM Journal on Computing
IF0
err1972-06-01
err0
PREAI
errRobert Tarjan
err分享
err收藏
Multiview Clustering by Consensus Spectral Rotation Fusion
errIEEE TRANSACTIONS ON IMAGE PROCESSING
IF13.7
err2023-01-01
err8
PREAI
errChen, Jie; Mao, Hua; Peng, Dezhong; Zhang, Changqing; Peng, Xi
err分享
err收藏
Graph Learning for Multiview Clustering面向多视图聚类的图学习
errIEEE TRANSACTIONS ON CYBERNETICS
IF10.5
err2018-10-01
err393
PREAI
errZhan, Kun; Zhang, Changqing; Guan, Junpeng; Wang, Junsheng
err分享
err收藏
Improved Normalized Cut for Multi-View Clustering
errIEEE Transactions on Pattern Analysis and Machine Intelligence
IF0
err2022-12-01
err0
PREAI
errGuo Zhong; Chi-Man Pun
err分享
err收藏
Multiview Consensus Graph Clustering多视图共识图聚类
errIEEE TRANSACTIONS ON IMAGE PROCESSING
IF13.7
err2019-03-01
err401
PREAI
errZhan, Kun; Nie, Feiping; Wang, Jing; Yang, Yi
err分享
err收藏
Adaptive Structure Discovery for Multimedia Analysis Using Multiple Features
errIEEE TRANSACTIONS ON CYBERNETICS
IF10.5
err2019-05-01
err42
PREAI
errZhan, Kun; Chang, Xiaojun; Guan, Junpeng; Chen, Ling; Ma, Zhigang; Yang, Yi
err分享
err收藏
Measuring Diversity in Graph Learning: A Unified Framework for Structured Multi-View Clustering
errIEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
IF10.4
err2022-12-01
err100
PREAI
errHuang, Shudong; Tsang, Ivor W.; Xu, Zenglin; Lv, Jiancheng
err分享
err收藏
GMC: Graph-Based Multi-View ClusteringGMC: 基于图的多视图聚类
errIEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
IF10.4
err2020-06-01
err545
errOAAI
errWang, Hao; Yang, Yan; Liu, Bing
err分享
err收藏
Parameter-Free Consensus Embedding Learning for Multiview Graph-Based Clustering
errIEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
IF8.9
err2022-12-01
err27
PREAI
errWu, Danyang; Nie, Feiping; Dong, Xia; Wang, Rong; Li, Xuelong
err分享
err收藏
CGDD: Multiview Graph Clustering via Cross-Graph Diversity DetectionCGDD: 基于交叉图多样性检测的多视图图聚类
errIEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
IF8.9
err2024-03-01
err8
PREAI
errHuang, Shudong; Tsang, Ivor W.; Xu, Zenglin; Lv, Jiancheng
err分享
err收藏
学者 查看更多内容