Concepedia

Concept Drift Adaptation

Concept Drift Adaptation is a computational learning strategy that enables a model to dynamically adjust its parameters or structure in response to non-stationary data distributions, thereby maintaining predictive accuracy as underlying patterns evolve over time.

285

Publications

16.1K

Citations

830

Authors

374

Institutions

Publications per year

2017–2026

184

Parents

Publications

285

Learning in the Presence of Concept Drift and Hidden Contexts

Gerhard Widmer, Miroslav Kubát · Machine Learning · 1996 · 1.4K citations · Full text

, , +14

Learning in the presence of concept drift and hidden contexts

Gerhard Widmer, Miroslav Kubát · Machine Learning · 1996 · 993 citations · Full text

, , +14

Learning under Concept Drift: A Review

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

, , +12

New ensemble methods for evolving data streams

Albert Bifet, Geoffrey Holmes, Bernhard Pfahringer et al. · 2009 · 564 citations · Full text

, , +14

Learning drifting concepts: Example selection vs. example weighting

Ralf Klinkenberg · Intelligent Data Analysis · 2004 · 435 citations

, , +12

1–5 of 285

Authors

830

  1. GZ
    Guangquan Zhang

    University of Technology Sydney, Australia

    16 publications · 731 citations

    14

    h-index

  2. JL
    Jie Lü

    University of Technology Sydney, Australia

    16 publications · 731 citations

    14

    h-index

  3. AB
    Albert Bifet

    University of Waikato, New Zealand

    12 publications · 1.2K citations

    11

    h-index

  4. BP
    Bernhard Pfahringer

    University of Waikato, New Zealand

    10 publications · 1.2K citations

    10

    h-index

  5. YS
    Yiliao Song

    University of Technology Sydney, Australia

    9 publications · 351 citations

    9

    h-index

1–5 of 830

Institutions

374

  1. University of Technology Sydney

    Sydney, Australia

    14 h-index

    64 publications

    2.7K citations

  2. University of Waikato

    Hamilton, New Zealand

    10 h-index

    20 publications

    3K citations

  3. Wrocław University of Science and Technology

    Wroclaw, Poland

    7 h-index

    11 publications

    462 citations

  4. Virginia Commonwealth University

    Richmond, United States

    6 h-index

    11 publications

    306 citations

  5. Politecnico di Milano

    Milan, Italy

    6 h-index

    11 publications

    475 citations

  6. South China University of Technology

    Guangzhou, China

    5 h-index

    10 publications

    311 citations

  7. Universidade de São Paulo

    São Paulo, Brazil

    5 h-index

    7 publications

    558 citations

  8. TU Dortmund University

    Dortmund, Germany

    5 h-index

    7 publications

    976 citations

1–8 of 374

Venues

  1. 13

    h-index

  2. Expert Systems with Applications

    11 publications · 898 citations

    11

    h-index

  3. Neurocomputing

    10 publications · 520 citations

    10

    h-index

  4. arXiv (Cornell University)

    Repository · 9 publications · 650 citations

    9

    h-index

  5. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 8 publications · 378 citations

    8

    h-index

1–5