Concepedia

Prototype-based Clustering

Prototype-Based Clustering is a clustering method that partitions documents into groups by representing each cluster with a single prototype—such as a centroid or medoid—which serves as the central exemplar distinguishing it from other clusters based on proximity measures.

109

Publications

9.4K

Citations

299

Authors

149

Institutions

Publications per year

2017–2026

32

Parents

Publications

109

Clustering of the self-organizing map

Juha Vesanto, Esa Alhoniemi · IEEE Transactions on Neural Networks · 2000 · 2.7K citations

, , +11

A probabilistic framework for semi-supervised clustering

Sugato Basu, Mikhail Bilenko, Raymond J. Mooney · 2004 · 819 citations

, , +17

An efficient k-means clustering algorithm

Khaled Alsabti, Sanjay Ranka, Vineet Kumar Singh · 1997 · 494 citations · Full text

, , +11

Detection and Characterization of Cluster Substructure I. Linear Structure: Fuzzy <i>c</i>-Lines

James C. Bezdek, Chris Coray, Robert W. Gunderson et al. · SIAM Journal on Applied Mathematics · 1981 · 319 citations

, , +14

Rough–Fuzzy Collaborative Clustering

Sushmita Mitra, Haider Banka, Witold Pedrycz · IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics) · 2006 · 258 citations

, , +13

1–5 of 109

Authors

299

  1. WP
    Witold Pedrycz

    University of Alberta, Canada

    7 publications · 425 citations

    7

    h-index

  2. JC
    James C. Bezdek

    University of West Florida, United States

    5 publications · 499 citations

    5

    h-index

  3. RJ
    Richard J. Hathaway

    Georgia Southern University, United States

    3 publications · 166 citations

    3

    h-index

  4. JJ
    Jinchao Ji

    Northeast Normal University, China

    3 publications · 330 citations

    3

    h-index

  5. BM
    Boris Mirkin

    Birkbeck, University of London, United Kingdom

    2 publications · 133 citations

    2

    h-index

1–5 of 299

Institutions

149

  1. University of Alberta

    Edmonton, Canada

    8 h-index

    9 publications

    688 citations

  2. Xidian University

    Xi'an, China

    5 h-index

    18 publications

    427 citations

  3. Jilin University

    Changchun, China

    4 h-index

    19 publications

    1.7K citations

  4. King Abdulaziz University

    Jeddah, Saudi Arabia

    4 h-index

    4 publications

    105 citations

  5. Systems Research Institute

    Warsaw, Poland

    4 h-index

    4 publications

    310 citations

  6. Polish Academy of Sciences

    Warsaw, Poland

    4 h-index

    4 publications

    311 citations

  7. Nanyang Technological University

    Singapore, Singapore

    4 h-index

    7 publications

    314 citations

  8. Centre National de la Recherche Scientifique

    Paris, France

    3 h-index

    9 publications

    653 citations

1–8 of 149

Venues

  1. IEEE Transactions on Fuzzy Systems

    TFS · 6 publications · 564 citations

    6

    h-index

  2. Pattern Recognition

    6 publications · 256 citations

    6

    h-index

  3. Pattern Recognition Letters

    4 publications · 170 citations

    4

    h-index

  4. 3

    h-index

  5. 3

    h-index

1–5