Concepedia

Online Ensemble Learning

Online Ensemble Learning is an ensemble learning paradigm that incrementally updates a dynamic set of base learners in real-time as new data instances arrive sequentially, distinguishing itself from batch ensemble methods by its ability to adapt to non-stationary data distributions with limited computational resources and memory.

205

Publications

17K

Citations

630

Authors

292

Institutions

Publications per year

2017–2026

122

Parents

Publications

205

MOA: Massive Online Analysis

Albert Bifet, Geoffrey Holmes, Richard Kirkby et al. · Research Commons (University of Waikato) · 2010 · 1.1K citations · Full text

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MOA: Massive Online Analysis

BifetAlbert, HolmesGeoff, KirkbyRichard et al. · Journal of Machine Learning Research · 2010 · 776 citations

, , +16

Dynamic Weighted Majority: An Ensemble Method for Drifting Concepts

J. Zico Kolter, Marcus A. Maloof · 2007 · 661 citations

, , +11

Deep convolutional neural networks with ensemble learning and transfer learning for capacity estimation of lithium-ion batteries

Sheng Shen, Mohammadkazem Sadoughi, Meng Li et al. · Applied Energy · 2019 · 520 citations

, , +17

The Impact of Diversity on Online Ensemble Learning in the Presence of Concept Drift

Leandro L. Minku, A. P. White, Xin Yao · IEEE Transactions on Knowledge and Data Engineering · 2009 · 438 citations

, , +11

1–5 of 205

Authors

630

  1. XY
    Xin Yao

    University of Birmingham, United Kingdom

    7 publications · 1.5K citations

    7

    h-index

  2. LL
    Leandro L. Minku

    University of Birmingham, United Kingdom

    7 publications · 1.6K citations

    7

    h-index

  3. HB
    Hamed Bonab

    University of Massachusetts Amherst, United States

    5 publications · 259 citations

    5

    h-index

  4. RS
    Robert Sabourin

    École de Technologie Supérieure, Canada

    4 publications · 582 citations

    4

    h-index

  5. GD
    George D. C. Cavalcanti

    Universidade Federal de Pernambuco, Brazil

    4 publications · 582 citations

    4

    h-index

1–5 of 630

Institutions

292

  1. Nanyang Technological University

    Singapore, Singapore

    8 h-index

    18 publications

    2.1K citations

  2. University of Birmingham

    Birmingham, United Kingdom

    8 h-index

    18 publications

    3.9K citations

  3. Universidade Federal de Pernambuco

    Recife, Brazil

    7 h-index

    13 publications

    922 citations

  4. Virginia Commonwealth University

    Richmond, United States

    4 h-index

    8 publications

    598 citations

  5. École de Technologie Supérieure

    Montreal, Canada

    4 h-index

    7 publications

    1.1K citations

  6. National University of Defense Technology

    Changsha, China

    4 h-index

    11 publications

    574 citations

  7. Northeastern University

    Shenyang, China

    4 h-index

    16 publications

    544 citations

  8. Johannes Kepler University of Linz

    Linz, Austria

    3 h-index

    3 publications

    199 citations

1–8 of 292

Venues

  1. Neurocomputing

    8 publications · 798 citations

    8

    h-index

  2. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 7 publications · 1.7K citations

    7

    h-index

  3. IEEE Access

    7 publications · 478 citations

    7

    h-index

  4. 6

    h-index

  5. arXiv (Cornell University)

    Repository · 6 publications · 181 citations

    6

    h-index

1–5