Concepedia

Cluster Evaluation Metrics

Cluster Evaluation Metrics is a quantitative method used to assess the quality and validity of clustering results by measuring the degree of cluster cohesion, separation, and alignment with ground-truth labels or intrinsic data structures.

582

Publications

75.3K

Citations

1.3K

Authors

651

Institutions

Publications per year

2017–2026

199

Variants

Clustering Validation Metrics

Parents

Publications

582

A Cluster Separation Measure

David L. Davies, Donald W. Bouldin · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1979 · 8.8K citations

, , +12

Objective Criteria for the Evaluation of Clustering Methods

Journal of the American Statistical Association · 1971 · 5.9K citations · Full text

, , +10

<b>NbClust</b>: An<i>R</i>Package for Determining the Relevant Number of Clusters in a Data Set

Malika Charrad, Nadia Ghazzali, Véronique Boiteau et al. · Journal of Statistical Software · 2014 · 2.8K citations · Full text

, , +14

A Comparison of Document Clustering Techniques

Michael Steinbach, George Karypis, Vipin Kumar · University of Minnesota Digital Conservancy (University of Minnesota) · 2000 · 2.5K citations · Full text

, , +14

Information Theoretic Measures for Clusterings Comparison: Variants, Properties, Normalization and Correction for Chance

Nguyễn Xuân Vinh, Julien Epps, James Bailey · Minerva Access (University of Melbourne) · 2010 · 1.9K citations

, , +9

1–5 of 582

Authors

1.3K

  1. JC
    James C. Bezdek

    University of West Florida, United States

    11 publications · 4.5K citations

    10

    h-index

  2. SB
    Sanghamitra Bandyopadhyay

    Indian Statistical Institute, India

    8 publications · 2.7K citations

    8

    h-index

  3. RJ
    Ricardo J. G. B. Campello

    Universidade de São Paulo, Brazil

    7 publications · 1K citations

    7

    h-index

  4. HX
    Hui Xiong

    Rutgers, The State University of New Jersey, United States

    7 publications · 2K citations

    7

    h-index

  5. SS
    Sriparna Saha

    Indian Institute of Technology Patna, India

    6 publications · 283 citations

    6

    h-index

1–5 of 1.3K

Institutions

651

  1. Indian Statistical Institute

    Kolkata, India

    13 h-index

    19 publications

    4.6K citations

  2. Universidade de São Paulo

    São Paulo, Brazil

    10 h-index

    20 publications

    2.5K citations

  3. Rutgers, The State University of New Jersey

    New Brunswick, United States

    9 h-index

    14 publications

    5.4K citations

  4. Tsinghua University

    Beijing, China

    8 h-index

    14 publications

    1.1K citations

  5. Centre National de la Recherche Scientifique

    Paris, France

    7 h-index

    13 publications

    475 citations

  6. The University of Melbourne

    Melbourne, Australia

    7 h-index

    22 publications

    3.3K citations

  7. City University of Hong Kong

    Hong Kong, Hong Kong

    7 h-index

    9 publications

    657 citations

  8. University of Toronto

    Toronto, Canada

    7 h-index

    9 publications

    284 citations

1–8 of 651

Venues

  1. Pattern Recognition

    23 publications · 4.5K citations

    21

    h-index

  2. Pattern Recognition Letters

    14 publications · 2.2K citations

    13

    h-index

  3. Information Sciences

    13 publications · 1.5K citations

    13

    h-index

  4. IEEE Access

    16 publications · 424 citations

    13

    h-index

  5. Expert Systems with Applications

    10 publications · 492 citations

    10

    h-index

1–5