Concepedia

Multi-view Document Clustering

Multi-View Document Clustering is a document clustering approach that integrates multiple heterogeneous representations or views of documents—such as textual content, citation networks, or author information—by jointly modeling complementary structural and semantic information across views to produce a unified clustering structure.

36

Publications

3.3K

Citations

134

Authors

63

Institutions

Publications per year

2017–2026

24

Parents

Publications

36

Multi-View Clustering via Joint Nonnegative Matrix Factorization

Jialu Liu, Chi Wang, Jing Gao et al. · 2013 · 914 citations

, , +10

On Unifying Multi-view Self-Representations for Clustering by Tensor Multi-rank Minimization

Yuan Xie, Dacheng Tao, Wensheng Zhang et al. · International Journal of Computer Vision · 2018 · 472 citations

, , +14

Auto-weighted multi-view clustering via deep matrix decomposition

Shudong Huang, Zhao Kang, Zenglin Xu · Pattern Recognition · 2019 · 216 citations

, , +13

TW-k-means: Automated two-level variable weighting clustering algorithm for multiview data

Xiaojun Chen, Xiaofei Xu, Joshua Zhexue Huang et al. · IEEE Transactions on Knowledge and Data Engineering · 2011 · 198 citations

, , +13

An overview of recent multi-view clustering

Lele Fu, Pengfei Lin, Athanasios V. Vasilakos et al. · Neurocomputing · 2020 · 198 citations

, , +11

1–5 of 36

Authors

134

  1. WZ
    Wensheng Zhang

    Chinese Academy of Sciences, China

    2 publications · 496 citations

    2

    h-index

  2. TL
    Tianrui Li

    Southwest Jiaotong University, China

    2 publications · 129 citations

    2

    h-index

  3. FN
    Feiping Nie

    Northwestern Polytechnical University, China

    2 publications · 103 citations

    2

    h-index

  4. BC
    Badong Chen

    Xi'an Jiaotong University, China

    2 publications · 103 citations

    2

    h-index

  5. KZ
    Kun Zhan

    Lanzhou University, China

    2 publications · 85 citations

    2

    h-index

1–5 of 134

Institutions

63

  1. Southwest Jiaotong University

    Chengdu, China

    3 h-index

    13 publications

    702 citations

  2. Guangdong University of Technology

    Guangzhou, China

    3 h-index

    14 publications

    1.1K citations

  3. Xi'an Jiaotong University

    Xi'an, China

    2 h-index

    8 publications

    412 citations

  4. Ghulam Ishaq Khan Institute of Engineering Sciences and Technology

    Topi, Pakistan

    2 h-index

    4 publications

    214 citations

  5. Lanzhou University

    Lanzhou, China

    2 h-index

    7 publications

    341 citations

  6. Chinese Academy of Sciences

    Beijing, China

    2 h-index

    3 publications

    1.1K citations

  7. Ministry of Education of the People's Republic of China

    Beijing, China

    2 h-index

    3 publications

    287 citations

  8. Northwestern Polytechnical University

    Xi'an, China

    2 h-index

    2 publications

    103 citations

1–8 of 63

Venues

  1. Information Sciences

    4 publications · 175 citations

    4

    h-index

  2. Neurocomputing

    4 publications · 360 citations

    4

    h-index

  3. Knowledge-Based Systems

    3 publications · 153 citations

    3

    h-index

  4. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 2 publications · 259 citations

    2

    h-index

  5. Expert Systems with Applications

    2 publications · 54 citations

    2

    h-index

1–5