Concepedia

Clustering

Clustering is an unsupervised learning technique that partitions a set of unlabeled data points into distinct groups, or clusters, such that data points within the same cluster are more similar to each other than to those in other clusters, based on a defined similarity or distance metric.

28.9K

Publications

1.9M

Citations

79.2K

Authors

10.3K

Institutions

Publications per year

2017–2026

10.3K

Parents

Publications

28.9K

Search and clustering orders of magnitude faster than BLAST

R. C. Edgar · Bioinformatics · 2010 · 21.7K citations · Full text

, , +14

Algorithm AS 136: A K-Means Clustering Algorithm

J. A. Hartigan, M. Anthony Wong · Journal of the Royal Statistical Society Series C (Applied Statistics) · 1979 · 14.4K citations

, , +9

Energy-efficient communication protocol for wireless microsensor networks

Wendi Heinzelman, Anantha P. Chandrakasan, Hari Balakrishnan · 2005 · 14.1K citations

, , +17

Finding groups in data: an introduction to cluster analysis

Choice Reviews Online · 1991 · 10.6K citations

, , +16

A tutorial on spectral clustering

Ulrike von Luxburg · Statistics and Computing · 2007 · 10.3K citations · Full text

, , +10

1–5 of 28.9K

Authors

79.2K

  1. FN
    Feiping Nie

    Northwestern Polytechnical University, China

    107 publications · 10.7K citations

    52

    h-index

  2. WP
    Witold Pedrycz

    University of Alberta, Canada

    89 publications · 6.9K citations

    45

    h-index

  3. XL
    Xinwang Liu

    National University of Defense Technology, China

    61 publications · 5.7K citations

    40

    h-index

  4. PS
    Philip S. Yu

    University of Illinois Chicago, United States

    53 publications · 5.7K citations

    36

    h-index

  5. JC
    James C. Bezdek

    University of West Florida, United States

    59 publications · 9.7K citations

    36

    h-index

1–5 of 79.2K

Institutions

10.3K

  1. Stanford University

    Stanford, United States

    79 h-index

    508 publications

    97.8K citations

  2. Centre National de la Recherche Scientifique

    Paris, France

    74 h-index

    1.1K publications

    58.4K citations

  3. Chinese Academy of Sciences

    Beijing, China

    73 h-index

    815 publications

    47.1K citations

  4. University of California, Berkeley

    Berkeley, United States

    69 h-index

    418 publications

    69.3K citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    68 h-index

    377 publications

    40.1K citations

  6. Tsinghua University

    Beijing, China

    66 h-index

    657 publications

    37.8K citations

  7. Harvard University

    Cambridge, United States

    64 h-index

    450 publications

    47.8K citations

  8. University of Illinois Urbana-Champaign

    Urbana, United States

    64 h-index

    547 publications

    40.5K citations

1–8 of 10.3K

Venues

  1. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 202 publications · 67.5K citations

    96

    h-index

  2. IEEE Transactions on Fuzzy Systems

    TFS · 230 publications · 29.7K citations

    83

    h-index

  3. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 254 publications · 24.5K citations

    83

    h-index

  4. Bioinformatics

    200 publications · 53.8K citations

    76

    h-index

  5. Pattern Recognition

    228 publications · 24.3K citations

    72

    h-index

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