Concepedia

Topic-based Document Clustering

Topic-Based Document Clustering is a document clustering approach that organizes documents into groups based on shared thematic content derived from latent topics, distinguishing itself from other clustering methods by explicitly leveraging topic models to represent and cluster documents according to their semantic themes.

111

Publications

6.5K

Citations

318

Authors

148

Institutions

Publications per year

2017–2026

46

Parents

Publications

111

Document clustering based on non-negative matrix factorization

Wei Xu, Xin Liu, Yihong Gong · 2003 · 1.9K citations

, , +15

An evaluation of document clustering and topic modelling in two online social networks: Twitter and Reddit

Stephan A. Curiskis, Barry Drake, Thomas R. Osborn et al. · Information Processing & Management · 2019 · 304 citations

, , +16

Document clustering: TF-IDF approach

Prafulla Bafna, Dhanya Pramod, Anagha Vaidya · 2016 · 266 citations

, , +16

Clustering scientific documents with topic modeling

Chyi-Kwei Yau, Alan L. Porter, Nils C. Newman et al. · Scientometrics · 2014 · 238 citations

, , +13

Document clustering based on non-negative matrix factorization

Wei Xu, Xin Liu, Yihong Gong · Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval - SIGIR '03 · 2003 · 232 citations

, , +15

1–5 of 111

Authors

318

  1. BT
    Bart Thijs

    KU Leuven, Belgium

    2 publications · 157 citations

    2

    h-index

  2. JL
    Jianxun Liu

    Hunan University of Science and Technology, China

    2 publications · 89 citations

    2

    h-index

  3. EL
    E. Laxmi Lydia

    International Institute of Information Technology, India

    2 publications · 30 citations

    2

    h-index

  4. WG
    Wolfgang Glänzel

    KU Leuven, Belgium

    2 publications · 157 citations

    2

    h-index

  5. JA
    Juan Antonio Lossio-Ventura

    Stanford University, United States

    2 publications · 74 citations

    2

    h-index

1–5 of 318

Institutions

148

  1. University of Minnesota

    Minneapolis, United States

    3 h-index

    3 publications

    215 citations

  2. KU Leuven

    Leuven, Belgium

    3 h-index

    6 publications

    350 citations

  3. University of Florida

    Gainesville, United States

    3 h-index

    4 publications

    428 citations

  4. Beijing University of Posts and Telecommunications

    Beijing, China

    3 h-index

    7 publications

    206 citations

  5. Tsinghua University

    Beijing, China

    2 h-index

    5 publications

    51 citations

  6. Stanford University

    Stanford, United States

    2 h-index

    5 publications

    206 citations

  7. University of Technology Sydney

    Sydney, Australia

    2 h-index

    6 publications

    1.3K citations

  8. Rutgers, The State University of New Jersey

    New Brunswick, United States

    2 h-index

    3 publications

    75 citations

1–8 of 148

Venues

  1. Scientometrics

    4 publications · 411 citations

    4

    h-index

  2. Information Sciences

    3 publications · 64 citations

    3

    h-index

  3. Expert Systems with Applications

    2 publications · 85 citations

    2

    h-index

  4. International Journal of Cloud Computing

    IJCC · 2 publications · 30 citations

    2

    h-index

  5. Knowledge and Information Systems

    1 publications · 56 citations

    1

    h-index

1–5