Concepedia

Semi-supervised Ensemble Learning

Semi-Supervised Ensemble Learning is an ensemble learning paradigm that integrates both labeled and unlabeled data within a multi-model framework to improve predictive performance by leveraging the structural patterns inferred from the unlabeled data while maintaining the supervised learning objective on the labeled subset.

169

Publications

8.5K

Citations

657

Authors

248

Institutions

Publications per year

2017–2026

100

Parents

Publications

169

Decision Forests: A Unified Framework for Classification, Regression, Density Estimation, Manifold Learning and Semi-Supervised Learning

Antonio Criminisi · Foundations and Trends® in Computer Graphics and Vision · 2012 · 668 citations

, , +15

A Survey on Multiview Clustering

Guoqing Chao, Shiliang Sun, Jinbo Bi · IEEE Transactions on Artificial Intelligence · 2021 · 398 citations · Full text

, , +15

Learning with Pseudo-Ensembles

Phil Bachman, Ouais Alsharif, Doina Precup · arXiv (Cornell University) · 2014 · 361 citations · Full text

, , +13

Semi-supervised self-training for decision tree classifiers

Jafar Tanha, Maarten van Someren, Hamideh Afsarmanesh · International Journal of Machine Learning and Cybernetics · 2015 · 261 citations · Full text

, , +14

MEKA: A multi-label/multi-target extension to Weka

Jesse Read · Aaltodoc (Aalto University) · 2025 · 217 citations · Full text

, , +17

1–5 of 169

Authors

657

  1. ZY
    Zhiwen Yu

    South China University of Technology, China

    10 publications · 683 citations

    10

    h-index

  2. HW
    Hau−San Wong

    City University of Hong Kong, Hong Kong SAR China

    8 publications · 588 citations

    8

    h-index

  3. JY
    Jane You

    Hong Kong Polytechnic University, Hong Kong SAR China

    8 publications · 603 citations

    8

    h-index

  4. IE
    Ioannis E. Livieris

    University of Patras, Greece

    8 publications · 374 citations

    8

    h-index

  5. GH
    Guoqiang Han

    South China University of Technology, China

    8 publications · 610 citations

    8

    h-index

1–5 of 657

Institutions

248

  1. South China University of Technology

    Guangzhou, China

    12 h-index

    48 publications

    3.4K citations

  2. City University of Hong Kong

    Hong Kong, Hong Kong

    9 h-index

    9 publications

    640 citations

  3. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    9 h-index

    11 publications

    856 citations

  4. University of Patras

    Pátrai, Greece

    7 h-index

    12 publications

    839 citations

  5. Technological Educational Institute of Western Greece

    Pátrai, Greece

    7 h-index

    15 publications

    545 citations

  6. Nanjing University

    Nanjing, China

    6 h-index

    10 publications

    431 citations

  7. Chinese Academy of Sciences

    Beijing, China

    6 h-index

    12 publications

    342 citations

  8. Southern University of Science and Technology

    Shenzhen, China

    5 h-index

    11 publications

    459 citations

1–8 of 248

Venues

  1. Neurocomputing

    6 publications · 248 citations

    6

    h-index

  2. arXiv (Cornell University)

    Repository · 5 publications · 463 citations

    5

    h-index

  3. Knowledge-Based Systems

    5 publications · 284 citations

    5

    h-index

  4. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 5 publications · 395 citations

    5

    h-index

  5. 4

    h-index

1–5