Concepedia

Multi-label Ensemble Learning

Multi-Label Ensemble Learning is an ensemble learning paradigm that combines multiple base learners to address multi-label classification tasks, where each instance can be associated with a subset of simultaneously relevant labels, distinguishing it from traditional single-label ensemble methods by explicitly modeling label correlations and dependencies.

121

Publications

10.9K

Citations

379

Authors

184

Institutions

Publications per year

2017–2026

66

Parents

Publications

121

Improved boosting algorithms using confidence-rated predictions

Robert E. Schapire, Yoram Singer · 1998 · 2.6K citations

, , +13

Improved Boosting Algorithms Using Confidence-rated Predictions

Robert E. Schapire, Yoram Singer · Machine Learning · 1999 · 2K citations · Full text

, , +13

An extensive experimental comparison of methods for multi-label learning

Gjorgji Madjarov, Dragi Kocev, Dejan Gjorgjevikj et al. · Pattern Recognition · 2012 · 731 citations

, , +12

Multi-label Classification Using Ensembles of Pruned Sets

Jesse Read, Bernhard Pfahringer, Geoffrey Holmes · 2008 · 429 citations · Full text

, , +12

Liquidity and execution costs in equity markets

Joel Hasbrouck, Robert A. Schwartz · The Journal of Portfolio Management · 1988 · 224 citations

, , +16

1–5 of 121

Authors

379

  1. GT
    Grigorios Tsoumakas

    Aristotle University of Thessaloniki, Greece

    7 publications · 176 citations

    7

    h-index

  2. GL
    Guozheng Li

    Tongji University, China

    5 publications · 161 citations

    5

    h-index

  3. SV
    Sebastián Ventura

    University of Córdoba, Spain

    5 publications · 226 citations

    5

    h-index

  4. JM
    Jose M. Moyano

    University of Córdoba, Spain

    4 publications · 213 citations

    4

    h-index

  5. AZ
    Abbas Z. Kouzani

    Deakin University, Australia

    3 publications · 68 citations

    3

    h-index

1–5 of 379

Institutions

184

  1. Nanjing University

    Nanjing, China

    5 h-index

    11 publications

    462 citations

  2. Virginia Commonwealth University

    Richmond, United States

    5 h-index

    7 publications

    297 citations

  3. University of Córdoba

    Córdoba, Spain

    5 h-index

    12 publications

    636 citations

  4. Tongji University

    Shanghai, China

    5 h-index

    14 publications

    578 citations

  5. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    5 h-index

    8 publications

    257 citations

  6. Aristotle University of Thessaloniki

    Thessaloniki, Greece

    5 h-index

    10 publications

    257 citations

  7. South China University of Technology

    Guangzhou, China

    4 h-index

    13 publications

    774 citations

  8. Instituto Maimónides de Investigación Biomédica de Córdoba

    Córdoba, Spain

    4 h-index

    9 publications

    321 citations

1–8 of 184

Venues

  1. Pattern Recognition

    6 publications · 1.1K citations

    6

    h-index

  2. IEEE Access

    6 publications · 370 citations

    6

    h-index

  3. Information Fusion

    5 publications · 309 citations

    5

    h-index

  4. Expert Systems with Applications

    5 publications · 320 citations

    5

    h-index

  5. arXiv (Cornell University)

    Repository · 5 publications · 99 citations

    5

    h-index

1–5