Concepedia

Ensemble Stability

Ensemble Stability is a methodological framework in machine learning that quantifies the robustness of ensemble models by measuring the consistency of their predictive outputs under perturbations or variations in training data, model initialization, or submodel composition.

43

Publications

2.1K

Citations

130

Authors

87

Institutions

Publications per year

2017–2026

15

Parents

Publications

43

Evaluation of Stability of k-Means Cluster Ensembles with Respect to Random Initialization

Ludmila I. Kuncheva, Dmitry Vetrov · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2006 · 319 citations

, , +13

Wireless systems and interference avoidance

Christopher Rose, Şennur Ulukuş, Roy D. Yates · IEEE Transactions on Wireless Communications · 2002 · 235 citations

, , +16

Stability problems with artificial neural networks and the ensemble solution

Pádraig Cunningham, John G. Carney, Saji Jacob · Artificial Intelligence in Medicine · 2000 · 199 citations · Full text

, , +16

Binary Ensemble Neural Network: More Bits per Network or More Networks per Bit?

Shilin Zhu, Xin Dong, Hao Su · 2019 · 150 citations

, , +14

Leave One Out Error, Stability, and Generalization of Voting Combinations of Classifiers

Theodoros Evgeniou, Massimiliano Pontil, André Elisseeff · Machine Learning · 2004 · 129 citations · Full text

, , +14

1–5 of 43

Authors

130

  1. HS
    Hao Su

    University of Electronic Science and Technology of China, China

    2 publications · 165 citations

    2

    h-index

  2. MP
    Massimiliano Pontil

    University College London, United Kingdom

    2 publications · 144 citations

    2

    h-index

  3. VM
    Vladimir M. Krasnopolsky

    NOAA National Centers for Environmental Prediction, United States

    2 publications · 45 citations

    2

    h-index

  4. XD
    Xin Dong

    Harvard University Press, United States

    2 publications · 165 citations

    2

    h-index

  5. SZ
    Shilin Zhu

    University of California San Diego, United States

    2 publications · 165 citations

    2

    h-index

1–5 of 130

Institutions

87

  1. University of Siena

    Siena, Italy

    2 h-index

    2 publications

    144 citations

  2. Tel Aviv University

    Tel Aviv, Israel

    2 h-index

    5 publications

    85 citations

  3. University of Technology Sydney

    Sydney, Australia

    2 h-index

    6 publications

    219 citations

  4. NOAA National Centers for Environmental Prediction

    College Park, United States

    2 h-index

    2 publications

    45 citations

  5. General Electric (United States)

    Boston, United States

    2 h-index

    2 publications

    71 citations

  6. INSEAD

    Fontainebleau, France

    2 h-index

    2 publications

    144 citations

  7. National Oceanic and Atmospheric Administration

    Washington, United States

    2 h-index

    2 publications

    45 citations

  8. Danish Meteorological Institute

    Copenhagen, Denmark

    1 h-index

    1 publications

    49 citations

1–8 of 87

Venues

  1. arXiv (Cornell University)

    Repository · 2 publications · 25 citations

    2

    h-index

  2. Systems & Control Letters

    2 publications · 55 citations

    2

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 2 publications · 79 citations

    2

    h-index

  4. Current Biology

    1 publications · 26 citations

    1

    h-index

  5. IEEE Transactions on Automatic Control

    1 publications · 35 citations

    1

    h-index

1–5