Concepedia

Streaming Learning

Streaming Learning is a machine learning paradigm that processes data as a continuous, ordered sequence of instances or mini-batches in a single pass, typically under constraints of limited memory and real-time processing, thereby enabling scalable and adaptive model updates without requiring full retraining on historical data.

391

Publications

22K

Citations

1K

Authors

455

Institutions

Publications per year

2017–2026

204

Parents

Publications

391

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

Adaptive Networks

Ali H. Sayed · Proceedings of the IEEE · 2014 · 539 citations · Full text

, , +16

On evaluating stream learning algorithms

João Gama, Raquel Sebastião, Pedro Pereira Rodrigues · Machine Learning · 2012 · 516 citations · Full text

, , +7

Evolving Fuzzy-Rule-Based Classifiers From Data Streams

Plamen Angelov, Xiaowei Zhou · IEEE Transactions on Fuzzy Systems · 2008 · 378 citations

, , +15

1–5 of 391

Authors

1K

  1. AB
    Albert Bifet

    University of Waikato, New Zealand

    25 publications · 1.9K citations

    19

    h-index

  2. JG
    João Gama

    Universidade do Porto, Portugal

    19 publications · 2.2K citations

    17

    h-index

  3. XW
    Xindong Wu

    Hefei University of Technology, China

    13 publications · 880 citations

    13

    h-index

  4. JR
    Jesse Read

    University of Waikato, New Zealand

    12 publications · 1.2K citations

    12

    h-index

  5. HM
    Heitor Murilo Gomes

    University of Waikato, New Zealand

    11 publications · 762 citations

    11

    h-index

1–5 of 1K

Institutions

455

  1. Universidade do Porto

    Porto, Portugal

    16 h-index

    30 publications

    4.2K citations

  2. University of Waikato

    Hamilton, New Zealand

    15 h-index

    38 publications

    2.1K citations

  3. University of Technology Sydney

    Sydney, Australia

    13 h-index

    30 publications

    1.3K citations

  4. Télécom Paris

    Palaiseau, France

    12 h-index

    20 publications

    1.5K citations

  5. Universidade de São Paulo

    São Paulo, Brazil

    11 h-index

    27 publications

    1.4K citations

  6. Nanyang Technological University

    Singapore, Singapore

    11 h-index

    22 publications

    656 citations

  7. Nanjing University

    Nanjing, China

    10 h-index

    28 publications

    764 citations

  8. Hefei University of Technology

    Hefei, China

    9 h-index

    17 publications

    1.8K citations

1–8 of 455

Venues

  1. 14

    h-index

  2. Information Sciences

    15 publications · 584 citations

    13

    h-index

  3. arXiv (Cornell University)

    Repository · 17 publications · 755 citations

    12

    h-index

  4. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 11 publications · 627 citations

    11

    h-index

  5. Machine Learning

    9 publications · 1.2K citations

    9

    h-index

1–5