Concepedia

Regression Surrogates

Regression Surrogates is a surrogate modeling approach that employs regression techniques to construct a data-driven approximation of a complex computational model by mapping input parameters to output responses through statistical learning.

128

Publications

8.2K

Citations

365

Authors

181

Institutions

Publications per year

2017–2026

64

Variants

Regression-based Surrogates

Parents

Publications

128

An R companion to applied regression

2011 · 1.4K citations

, , +11

Analysis of Support Vector Regression for Approximation of Complex Engineering Analyses

Stella Clarke, Jan Griebsch, Timothy W. Simpson · Journal of Mechanical Design · 2004 · 522 citations

, , +16

Learning surrogate models for simulation‐based optimization

Alison Cozad, Nikolaos V. Sahinidis, David C. Miller · AIChE Journal · 2014 · 445 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

Analysis of Support Vector Regression for Approximation of Complex Engineering Analyses

Stella Clarke, Jan Griebsch, Timothy W. Simpson · 2003 · 419 citations

, , +16

1–5 of 128

Authors

365

  1. RJ
    Raymond J. Carroll

    Texas A&M University, United States

    5 publications · 459 citations

    5

    h-index

  2. IC
    Ivo Couckuyt

    Ghent University, Belgium

    4 publications · 469 citations

    4

    h-index

  3. RT
    Raphael T. Haftka

    University of Florida, United States

    4 publications · 489 citations

    4

    h-index

  4. TD
    Tom Dhaene

    Ghent University, Belgium

    4 publications · 469 citations

    4

    h-index

  5. FV
    Felipe Viana

    University of Central Florida, United States

    4 publications · 489 citations

    4

    h-index

1–5 of 365

Institutions

181

  1. University of Florida

    Gainesville, United States

    5 h-index

    10 publications

    1K citations

  2. Northwestern Polytechnical University

    Xi'an, China

    5 h-index

    12 publications

    674 citations

  3. Texas A&M University

    College Station, United States

    5 h-index

    7 publications

    491 citations

  4. Pennsylvania State University

    State College, United States

    4 h-index

    8 publications

    2K citations

  5. University of Georgia

    Athens, United States

    4 h-index

    6 publications

    94 citations

  6. University of Notre Dame

    Notre Dame, United States

    4 h-index

    11 publications

    287 citations

  7. Centre National de la Recherche Scientifique

    Paris, France

    4 h-index

    9 publications

    458 citations

  8. University of Arizona

    Tucson, United States

    4 h-index

    6 publications

    116 citations

1–8 of 181

Venues

  1. Structural and Multidisciplinary Optimization

    8 publications · 796 citations

    8

    h-index

  2. 5

    h-index

  3. arXiv (Cornell University)

    Repository · 5 publications · 234 citations

    5

    h-index

  4. 4

    h-index

  5. Information Sciences

    3 publications · 106 citations

    3

    h-index

1–5