Concepedia

Ensemble Underfitting

Ensemble Underfitting is a machine learning phenomenon characterized by insufficient model complexity in ensemble methods, resulting in systematic failure to capture underlying patterns in the training data.

27

Publications

1.6K

Citations

79

Authors

38

Institutions

Publications per year

2017–2026

12

Parents

Publications

27

Learning with ensembles: How overfitting can be useful

Peter Sollich, Anders Krogh · CERN Document Server (European Organization for Nuclear Research) · 1995 · 340 citations · Full text

, , +15

On the Use of Neural Network Ensembles in QSAR and QSPR

Dimitris K. Agrafiotis, Walter Cedeño, Victor S. Lobanov · Journal of Chemical Information and Computer Sciences · 2002 · 174 citations

, , +14

Statistical mechanics of ensemble learning

Anders Krogh, Peter Sollich · Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics · 1997 · 141 citations · Full text

, , +13

Regularized Negative Correlation Learning for Neural Network Ensembles

Huanhuan Chen, Xin Yao · IEEE Transactions on Neural Networks · 2009 · 141 citations

, , +12

Ensemble deep learning and machine learning: applications, opportunities, challenges, and future directions

Nitin Liladhar Rane, Saurabh P. Choudhary, Jayesh Rane · Studies in medical and health sciences. · 2024 · 91 citations · Full text

, , +17

1–5 of 27

Authors

79

  1. XY
    Xin Yao

    University of Birmingham, United Kingdom

    2 publications · 173 citations

    2

    h-index

  2. NL
    Nitin Liladhar Rane

    University of Mumbai, India

    2 publications · 115 citations

    2

    h-index

  3. PS
    Peter Sollich

    King's College London, United Kingdom

    2 publications · 481 citations

    2

    h-index

  4. AK
    Anders Krogh

    University of Copenhagen, Denmark

    2 publications · 481 citations

    2

    h-index

  5. JR
    Jayesh Rane

    University of Mumbai, India

    2 publications · 115 citations

    2

    h-index

1–5 of 79

Institutions

38

  1. University of Birmingham

    Birmingham, United Kingdom

    2 h-index

    4 publications

    346 citations

  2. University of Edinburgh

    Edinburgh, United Kingdom

    2 h-index

    2 publications

    481 citations

  3. Politecnico di Torino

    Turin, Italy

    1 h-index

    3 publications

    45 citations

  4. University of Science and Technology of China

    Hefei, China

    1 h-index

    1 publications

    32 citations

  5. University of Mumbai

    Mumbai, India

    1 h-index

    3 publications

    72 citations

  6. Dalian University of Technology

    Dalian, China

    1 h-index

    3 publications

    60 citations

  7. Hitachi (Sweden)

    Västerås, Sweden

    1 h-index

    1 publications

    31 citations

  8. Zhejiang Normal University

    Jinhua, China

    1 h-index

    1 publications

    20 citations

1–8 of 38

Venues

  1. arXiv (Cornell University)

    Repository · 2 publications · 61 citations

    2

    h-index

  2. Soft Computing

    1 publications · 22 citations

    1

    h-index

  3. SSRN Electronic Journal

    Repository · 1 publications · 24 citations

    1

    h-index

  4. 1

    h-index

  5. 1

    h-index

1–5