Concepedia

Hierarchical Clustering

Hierarchical Clustering is a clustering method that belongs to unsupervised learning techniques, distinguished by its construction of a hierarchy of clusters either through successive merging of smaller clusters (agglomerative) or recursive splitting of larger clusters (divisive), thereby producing a dendrogram that represents nested cluster structures at multiple granularity levels.

5K

Publications

386.9K

Citations

19.2K

Authors

4.7K

Institutions

Publications per year

2017–2026

1.8K

Parents

Publications

5K

Finding groups in data: an introduction to cluster analysis

Choice Reviews Online · 1991 · 10.6K citations

, , +16

The self-organizing map

Teuvo Kohonen · Proceedings of the IEEE · 1990 · 8.2K citations

, , +14

Repeated observation of breast tumor subtypes in independent gene expression data sets

Thérese Sørlie, Robert Tibshirani, Joel S. Parker et al. · Proceedings of the National Academy of Sciences · 2003 · 5.4K citations · Full text

, , +17

Multiple sequence alignment with hierarchical clustering

F. Corpet · Nucleic Acids Research · 1988 · 5.4K citations · Full text

, , +14

Hierarchical Clustering Schemes

S. C. Johnson · Psychometrika · 1967 · 4.9K citations

, , +11

1–5 of 5K

Authors

19.2K

  1. LJ
    Lawrence J. Hubert

    University of Illinois Urbana-Champaign, United States

    16 publications · 2.1K citations

    16

    h-index

  2. AS
    Adam Smoliński

    Central Mining Institute, Poland

    11 publications · 312 citations

    11

    h-index

  3. JH
    Jiawei Han

    University of Illinois Urbana-Champaign, United States

    11 publications · 967 citations

    11

    h-index

  4. SM
    Sadaaki Miyamoto

    University of Tsukuba, Japan

    10 publications · 219 citations

    10

    h-index

  5. GK
    George Karypis

    University of Minnesota, United States

    11 publications · 6K citations

    10

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1–5 of 19.2K

Institutions

4.7K

  1. Centre National de la Recherche Scientifique

    Paris, France

    44 h-index

    328 publications

    22.9K citations

  2. Stanford University

    Stanford, United States

    32 h-index

    114 publications

    48.3K citations

  3. Inserm

    Paris, France

    29 h-index

    202 publications

    12.9K citations

  4. The University of Tokyo

    Tokyo, Japan

    28 h-index

    117 publications

    15.4K citations

  5. University of Toronto

    Toronto, Canada

    26 h-index

    92 publications

    6K citations

  6. University of Wisconsin–Madison

    Madison, United States

    26 h-index

    90 publications

    6.9K citations

  7. Carnegie Mellon University

    Pittsburgh, United States

    26 h-index

    97 publications

    5.2K citations

  8. Harvard University

    Cambridge, United States

    25 h-index

    109 publications

    25K citations

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Venues

  1. Bioinformatics

    72 publications · 21K citations

    43

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  2. PLoS ONE

    118 publications · 6.4K citations

    41

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  3. Monthly Notices of the Royal Astronomical Society

    64 publications · 10.7K citations

    39

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  4. The Astrophysical Journal

    ApJ · 60 publications · 7.6K citations

    35

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  5. BMC Bioinformatics

    60 publications · 4.5K citations

    33

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