Concepedia

Ensemble Generation

Ensemble Generation is a methodological framework in machine learning that systematically constructs a collection of diverse base learners and combines their predictions to improve overall model accuracy and robustness, distinguished from other modeling approaches by its explicit focus on leveraging multiple heterogeneous or homogeneous models through strategic aggregation mechanisms.

357

Publications

33.2K

Citations

1.1K

Authors

483

Institutions

Publications per year

2017–2026

152

Parents

Publications

357

Popular Ensemble Methods: An Empirical Study

David W. Opitz, Richard Maclin · Journal of Artificial Intelligence Research · 1999 · 3K citations · Full text

, , +15

Ensemble based systems in decision making

Robi Polikar · IEEE Circuits and Systems Magazine · 2006 · 2.9K citations

, , +17

Rotation Forest: A New Classifier Ensemble Method

Juan J. Rodríguez, Ludmila I. Kuncheva, Carlos J. Alonso · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2006 · 1.9K citations

, , +16

An Ensemble Adjustment Kalman Filter for Data Assimilation

J. G. Anderson · Monthly Weather Review · 2001 · 1.8K citations · Full text

, , +17

A Monte Carlo Implementation of the Nonlinear Filtering Problem to Produce Ensemble Assimilations and Forecasts

J. G. Anderson, Stephen Anderson · Monthly Weather Review · 1999 · 1.1K citations

, , +16

1–5 of 357

Authors

1.1K

  1. RS
    Robert Sabourin

    École de Technologie Supérieure, Canada

    7 publications · 584 citations

    7

    h-index

  2. DW
    David W. Opitz

    University of Montana, United States

    6 publications · 3.9K citations

    6

    h-index

  3. BX
    Bing Xue

    Victoria University of Wellington, New Zealand

    5 publications · 170 citations

    6

    h-index

  4. LI
    Ludmila I. Kuncheva

    Bangor University, United Kingdom

    5 publications · 2.5K citations

    5

    h-index

  5. XY
    Xin Yao

    University of Birmingham, United Kingdom

    5 publications · 407 citations

    5

    h-index

1–5 of 1.1K

Institutions

483

  1. Universität Hamburg

    Hamburg, Germany

    8 h-index

    63 publications

    2.6K citations

  2. Nanjing University

    Nanjing, China

    8 h-index

    22 publications

    1.4K citations

  3. École de Technologie Supérieure

    Montreal, Canada

    8 h-index

    17 publications

    1.2K citations

  4. European Centre for Medium-Range Weather Forecasts

    Reading, United Kingdom

    7 h-index

    15 publications

    2.5K citations

  5. Centre National de la Recherche Scientifique

    Paris, France

    6 h-index

    16 publications

    2.9K citations

  6. Pontifícia Universidade Católica do Paraná

    Curitiba, Brazil

    6 h-index

    12 publications

    216 citations

  7. Universidade Federal do Rio Grande do Norte

    Natal, Brazil

    6 h-index

    19 publications

    604 citations

  8. Universidade Federal de Pernambuco

    Recife, Brazil

    6 h-index

    11 publications

    725 citations

1–8 of 483

Venues

  1. Monthly Weather Review

    12 publications · 3.6K citations

    12

    h-index

  2. arXiv (Cornell University)

    Repository · 14 publications · 315 citations

    11

    h-index

  3. Pattern Recognition

    9 publications · 975 citations

    9

    h-index

  4. Information Sciences

    8 publications · 350 citations

    8

    h-index

  5. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 8 publications · 938 citations

    8

    h-index

1–5