Multiview Clustering: A Late Fusion Approach Using Latent Models

被引:66
|
作者
Bruno, Eric [1 ]
Marchand-Maillet, Stephane [1 ]
机构
[1] Univ Geneva, Comp Sci Dpt, Viper Grp, Geneva, Switzerland
关键词
Multi-view clustering; data fusion; latent models;
D O I
10.1145/1571941.1572103
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Multi-view clustering is an important problem in information retrieval due to the abundance of data offering many perspectives and generating multi-view representations. We investigate in this short note a late fusion approach for multi-view clustering based on the latent modeling of cluster-cluster relationships. We derive a probabilistic multi-view clustering model outperforming an early-fusion approach based on multi-view feature correlation analysis.
引用
收藏
页码:736 / 737
页数:2
相关论文
共 50 条
  • [1] Incomplete Multiview Clustering via Late Fusion
    Ye, Yongkai
    Liu, Xinwang
    Liu, Qiang
    Guo, Xifeng
    Yin, Jianping
    [J]. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2018, 2018
  • [2] Late Fusion Multiview Clustering via Min-Max Optimization
    Li, Miaomiao
    Liu, Xinwang
    Zhang, Yi
    Liang, Weixuan
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2024, 35 (07) : 9417 - 9427
  • [3] Regularized Instance Weighting Multiview Clustering via Late Fusion Alignment
    Zhang, Yi
    Tian, Fengyu
    Ma, Chuan
    Li, Miaomiao
    Yang, Hengfu
    Liu, Zhe
    Zhu, En
    Liu, Xinwang
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2024,
  • [4] Graph Structure Fusion for Multiview Clustering
    Zhan, Kun
    Niu, Chaoxi
    Chen, Changlu
    Nie, Feiping
    Zhang, Changqing
    Yang, Yi
    [J]. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2019, 31 (10) : 1984 - 1993
  • [5] Multiview Approach to Spectral Clustering
    Kanaan-Izquierdo, Samir
    Ziyatdinov, Andrey
    Massanet, Raimon
    Perera, Alexandre
    [J]. 2012 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2012, : 1254 - 1257
  • [6] Fuzzy clustering for multiview data by combining latent information
    Wei, Huiqin
    Chen, Long
    Chen, C. L. Philip
    Duan, Junwei
    Han, Ruizhi
    Guo, Li
    [J]. APPLIED SOFT COMPUTING, 2022, 126
  • [7] Multiview Clustering by Joint Latent Representation and Similarity Learning
    Xie, Deyan
    Zhang, Xiangdong
    Gao, Quanxue
    Han, Jiale
    Xiao, Song
    Gao, Xinbo
    [J]. IEEE TRANSACTIONS ON CYBERNETICS, 2020, 50 (11) : 4848 - 4854
  • [8] Multiview Latent Representation Learning with Feature Diversity for Clustering
    Wang, Sheng
    Chen, Liyong
    Peng, Furong
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2022, 2022
  • [9] Multiview Clustering by Consensus Spectral Rotation Fusion
    Chen, Jie
    Mao, Hua
    Peng, Dezhong
    Zhang, Changqing
    Peng, Xi
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2023, 32 : 5153 - 5166
  • [10] Spectral Embedding Fusion for Incomplete Multiview Clustering
    Chen, Jie
    Chen, Yingke
    Wang, Zhu
    Zhang, Haixian
    Peng, Xi
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2024, 33 : 4116 - 4130