Concepedia

Probabilistic Clustering

Probabilistic Clustering is a clustering methodology that models cell-to-cluster assignments through probability distributions, distinguishing itself by quantifying uncertainty in cluster membership via statistical inference rather than enforcing hard or deterministic partitions.

350

Publications

22K

Citations

1.2K

Authors

475

Institutions

Publications per year

2017–2026

84

Parents

Publications

350

Classification of human lung carcinomas by mRNA expression profiling reveals distinct adenocarcinoma subclasses

Arindam Bhattacharjee, William G. Richards, Jane Staunton et al. · Proceedings of the National Academy of Sciences · 2001 · 2.6K citations · Full text

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A comprehensive survey of clustering algorithms: State-of-the-art machine learning applications, taxonomy, challenges, and future research prospects

Absalom E. Ezugwu, Abiodun M. Ikotun, Olaide O. Oyelade et al. · Engineering Applications of Artificial Intelligence · 2022 · 882 citations

, , +16

A classification EM algorithm for clustering and two stochastic versions

Gilles Celeux, Gérard Govaert · Computational Statistics & Data Analysis · 1992 · 764 citations · Full text

, , +13

Statistical mechanics and phase transitions in clustering

Kenneth Rose, E. Gurewitz, Geoffrey Fox · Physical Review Letters · 1990 · 463 citations

, , +11

A Mixture Model for Clustering Ensembles

A. Topchy, Anil K. Jain, William F. Punch · 2004 · 385 citations

, , +15

1–5 of 350

Authors

1.2K

  1. PS
    Padhraic Smyth

    University of California, Irvine, United States

    7 publications · 812 citations

    7

    h-index

  2. JC
    James C. Bezdek

    University of West Florida, United States

    5 publications · 541 citations

    5

    h-index

  3. SG
    Scott Gaffney

    University of California, Irvine, United States

    4 publications · 533 citations

    4

    h-index

  4. PL
    Pedro Larrañaga

    Universidad Politécnica de Madrid, Spain

    4 publications · 149 citations

    4

    h-index

  5. BK
    Ben Kao

    University of Hong Kong, Hong Kong SAR China

    3 publications · 377 citations

    3

    h-index

1–5 of 1.2K

Institutions

475

  1. Centre National de la Recherche Scientifique

    Paris, France

    8 h-index

    16 publications

    1.3K citations

  2. University of Missouri

    Columbia, United States

    7 h-index

    14 publications

    1.5K citations

  3. University of California, Irvine

    Irvine, United States

    6 h-index

    13 publications

    1.5K citations

  4. Shenzhen University

    Shenzhen, China

    5 h-index

    9 publications

    220 citations

  5. University of Hong Kong

    Pok Fu Lam, Hong Kong

    5 h-index

    16 publications

    1.7K citations

  6. Stanford University

    Stanford, United States

    5 h-index

    11 publications

    440 citations

  7. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    5 h-index

    9 publications

    417 citations

  8. University of Milano-Bicocca

    Milan, Italy

    4 h-index

    8 publications

    267 citations

1–8 of 475

Venues

  1. Expert Systems with Applications

    8 publications · 336 citations

    8

    h-index

  2. IEEE Transactions on Fuzzy Systems

    TFS · 8 publications · 563 citations

    8

    h-index

  3. Pattern Recognition Letters

    7 publications · 429 citations

    7

    h-index

  4. Pattern Recognition

    7 publications · 358 citations

    7

    h-index

  5. 7

    h-index

1–5