Concepedia

Streaming Machine Learning

Streaming Machine Learning is a machine learning paradigm that processes continuous, unbounded data streams in real time, distinguishing itself from batch learning by requiring incremental model updates under constraints of limited storage, single-pass data access, and concept drift adaptation.

766

Publications

44.9K

Citations

1.9K

Authors

735

Institutions

Publications per year

2017–2026

432

Parents

Publications

766

Learning from imbalanced data: open challenges and future directions

Bartosz Krawczyk · Progress in Artificial Intelligence · 2016 · 2.4K citations · Full text

, , +15

Learning from Time-Changing Data with Adaptive Windowing

Albert Bifet, Ricard Gavaldà · 2007 · 1.7K citations

, , +14

A streaming ensemble algorithm (SEA) for large-scale classification

W. Nick Street, YongSeog Kim · 2001 · 1.2K citations

, , +16

Learning under Concept Drift: A Review

IEEE Transactions on Knowledge and Data Engineering · 2018 · 873 citations · Full text

, , +12

Learning in Nonstationary Environments: A Survey

Gregory Ditzler, Manuel Roveri, Cesare Alippi et al. · IEEE Computational Intelligence Magazine · 2015 · 784 citations · Full text

, , +14

1–5 of 766

Authors

1.9K

  1. AB
    Albert Bifet

    University of Waikato, New Zealand

    44 publications · 6K citations

    27

    h-index

  2. XW
    Xindong Wu

    Hefei University of Technology, China

    23 publications · 1.5K citations

    21

    h-index

  3. JG
    João Gama

    Universidade do Porto, Portugal

    28 publications · 2.1K citations

    20

    h-index

  4. BP
    Bernhard Pfahringer

    University of Waikato, New Zealand

    22 publications · 2.1K citations

    18

    h-index

  5. HM
    Heitor Murilo Gomes

    University of Waikato, New Zealand

    16 publications · 1.6K citations

    15

    h-index

1–5 of 1.9K

Institutions

735

  1. University of Technology Sydney

    Sydney, Australia

    23 h-index

    77 publications

    3.4K citations

  2. University of Waikato

    Hamilton, New Zealand

    21 h-index

    62 publications

    7.1K citations

  3. Universidade do Porto

    Porto, Portugal

    20 h-index

    37 publications

    3K citations

  4. Hefei University of Technology

    Hefei, China

    18 h-index

    48 publications

    3.5K citations

  5. Télécom Paris

    Palaiseau, France

    18 h-index

    34 publications

    4.3K citations

  6. University of Vermont

    Burlington, United States

    15 h-index

    19 publications

    1.3K citations

  7. Virginia Commonwealth University

    Richmond, United States

    15 h-index

    34 publications

    2.1K citations

  8. Universidade de São Paulo

    São Paulo, Brazil

    14 h-index

    38 publications

    2.3K citations

1–8 of 735

Venues

  1. 22

    h-index

  2. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 22 publications · 2K citations

    20

    h-index

  3. Information Sciences

    22 publications · 1.1K citations

    19

    h-index

  4. Neurocomputing

    18 publications · 875 citations

    17

    h-index

  5. arXiv (Cornell University)

    Repository · 30 publications · 993 citations

    15

    h-index

1–5