Concepedia

Ensemble Surrogates

Ensemble Surrogates is a surrogate modeling approach that integrates multiple individual surrogate models into a unified predictive framework to improve accuracy, robustness, and generalization through the strategic combination of their outputs.

93

Publications

5.1K

Citations

305

Authors

127

Institutions

Publications per year

2017–2026

67

Parents

Publications

93

Predicting concrete compressive strength using hybrid ensembling of surrogate machine learning models

Panagiotis G. Asteris, Athanasia D. Skentou, Abidhan Bardhan et al. · Cement and Concrete Research · 2021 · 640 citations

, , +16

Multiple surrogates: how cross-validation errors can help us to obtain the best predictor

Felipe Viana, Raphael T. Haftka, Valder Steffen · Structural and Multidisciplinary Optimization · 2009 · 422 citations

, , +15

Handling limited datasets with neural networks in medical applications: A small-data approach

Torgyn Shaikhina, N. A. Khovanova · Artificial Intelligence in Medicine · 2017 · 294 citations · Full text

, , +16

Heterogeneous Ensemble-Based Infill Criterion for Evolutionary Multiobjective Optimization of Expensive Problems

Dan Guo, Yaochu Jin, Jinliang Ding et al. · IEEE Transactions on Cybernetics · 2018 · 247 citations

, , +16

Offline Data-Driven Evolutionary Optimization Using Selective Surrogate Ensembles

Handing Wang, Yaochu Jin, Chaoli Sun et al. · IEEE Transactions on Evolutionary Computation · 2018 · 246 citations

, , +16

1–5 of 93

Authors

305

  1. XS
    Xueguan Song

    Dalian University of Technology, China

    6 publications · 187 citations

    8

    h-index

  2. YP
    Yong Pang

    Dalian University of Technology, China

    4 publications · 82 citations

    6

    h-index

  3. SZ
    Shuai Zhang

    Chinese Academy of Sciences, China

    3 publications · 49 citations

    5

    h-index

  4. WL
    Wenxi Lu

    Jilin University, China

    2 publications · 41 citations

    3

    h-index

  5. CA
    Carlos A. Coello Coello

    Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional, Mexico

    3 publications · 135 citations

    3

    h-index

1–5 of 305

Institutions

127

  1. Dalian University of Technology

    Dalian, China

    8 h-index

    25 publications

    694 citations

  2. Jilin University

    Changchun, China

    6 h-index

    18 publications

    532 citations

  3. Northwestern Polytechnical University

    Xi'an, China

    5 h-index

    15 publications

    645 citations

  4. Huazhong University of Science and Technology

    Wuhan, China

    4 h-index

    13 publications

    478 citations

  5. University of Michigan

    Ann Arbor, United States

    4 h-index

    6 publications

    99 citations

  6. Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional

    Mexico City, Mexico

    3 h-index

    3 publications

    135 citations

  7. Tianjin University

    Tianjin, China

    3 h-index

    15 publications

    1.1K citations

  8. Taiyuan University of Science and Technology

    Taiyuan, China

    3 h-index

    11 publications

    821 citations

1–8 of 127

Venues

  1. Structural and Multidisciplinary Optimization

    11 publications · 768 citations

    11

    h-index

  2. Journal of Mechanical Design

    5 publications · 170 citations

    6

    h-index

  3. IEEE Transactions on Cybernetics

    3 publications · 419 citations

    3

    h-index

  4. Applied Soft Computing

    3 publications · 135 citations

    3

    h-index

  5. IEEE Transactions on Evolutionary Computation

    3 publications · 430 citations

    3

    h-index

1–5