Concepedia

Streaming Clustering

Streaming Clustering is a computational framework within streaming algorithms that dynamically groups sequentially arriving data points into clusters under constraints of limited memory and single-pass processing, distinguishing it from batch clustering methods by its requirement for incremental and real-time structuring of evolving data streams.

283

Publications

16.1K

Citations

655

Authors

318

Institutions

Publications per year

2017–2026

86

Parents

Publications

283

Density-Based Clustering over an Evolving Data Stream with Noise

Feng Cao, Martin Estert, Weining Qian et al. · 2006 · 1K citations

, , +15

Clustering data streams: theory and practice

Suvajyoti Guha, Adam Meyerson, Nita Mishra et al. · IEEE Transactions on Knowledge and Data Engineering · 2003 · 900 citations

, , +17

Streaming-data algorithms for high-quality clustering

Liadan O'Callaghan, Nita Mishra, Adam Meyerson et al. · 2003 · 579 citations

, , +17

Density-based clustering for real-time stream data

Yixin Chen, Li Tu · 2007 · 564 citations

, , +13

On coresets for k-means and k-median clustering

Sariel Har-Peled, Soham Mazumdar · 2004 · 502 citations

, , +11

1–5 of 283

Authors

655

  1. TS
    Thomas Seidl

    RWTH Aachen University, Germany

    9 publications · 576 citations

    9

    h-index

  2. JC
    James C. Bezdek

    University of West Florida, United States

    6 publications · 123 citations

    6

    h-index

  3. PA
    Plamen Angelov

    Lancaster University, United Kingdom

    6 publications · 393 citations

    6

    h-index

  4. JG
    João Gama

    Universidade do Porto, Portugal

    6 publications · 456 citations

    6

    h-index

  5. PK
    Philipp Kranen

    RWTH Aachen University, Germany

    6 publications · 448 citations

    6

    h-index

1–5 of 655

Institutions

318

  1. Centre National de la Recherche Scientifique

    Paris, France

    11 h-index

    28 publications

    1K citations

  2. RWTH Aachen University

    Aachen, Germany

    7 h-index

    24 publications

    931 citations

  3. Lancaster University

    Lancaster, United Kingdom

    7 h-index

    11 publications

    723 citations

  4. Universidade do Porto

    Porto, Portugal

    6 h-index

    11 publications

    1.1K citations

  5. TU Dortmund University

    Dortmund, Germany

    5 h-index

    6 publications

    436 citations

  6. De Montfort University

    Leicester, United Kingdom

    5 h-index

    10 publications

    478 citations

  7. University of Malaya

    Kuala Lumpur, Malaysia

    5 h-index

    16 publications

    1.4K citations

  8. University of California, Riverside

    Riverside, United States

    4 h-index

    13 publications

    943 citations

1–8 of 318

Venues

  1. Information Sciences

    11 publications · 968 citations

    11

    h-index

  2. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 8 publications · 1.7K citations

    8

    h-index

  3. Knowledge-Based Systems

    6 publications · 202 citations

    6

    h-index

  4. arXiv (Cornell University)

    Repository · 6 publications · 103 citations

    6

    h-index

  5. Knowledge and Information Systems

    6 publications · 372 citations

    6

    h-index

1–5