Concepedia

Interpolation Surrogates

Interpolation Surrogates is a surrogate modeling approach that belongs to the class of data-driven approximation methods, distinguished by its requirement to pass exactly through all available training data points, thereby ensuring zero prediction error at sample locations.

16

Publications

377

Citations

42

Authors

30

Institutions

Publications per year

2017–2026

9

Variants

Interpolating Surrogates

Parents

Publications

16

Evaluation of machine learning interpolation techniques for prediction of physical properties

Ève Bélisle, Zi Huang, Sébastien Le Digabel et al. · Computational Materials Science · 2014 · 63 citations

, , +14

Interpolation algorithm ranking using cross-validation and the role of smoothing effect. A coal zone example

O. Falivene, Lluı́s Cabrera, Raimon Tolosana‐Delgado et al. · Computers & Geosciences · 2010 · 59 citations · Full text

, , +11

Unified Framework for Training Point Selection and Error Estimation for Surrogate Models

Komahan Boopathy, Markus P. Rumpfkeil · AIAA Journal · 2014 · 35 citations

, , +14

Evaluation of POD based surrogate models of fields resulting from nonlinear FEM simulations

Boukje M. de Gooijer, Jos Havinga, H.J.M. Geijselaers et al. · Advanced Modeling and Simulation in Engineering Sciences · 2021 · 30 citations · Full text

, , +14

Interpolated Adversarial Training: Achieving robust neural networks without sacrificing too much accuracy

Alex Lamb, Vikas Verma, Kenji Kawaguchi et al. · Neural Networks · 2022 · 27 citations · Full text

, , +9

1–5 of 16

Authors

42

  1. MP
    Markus P. Rumpfkeil

    University of Dayton, United States

    2 publications · 46 citations

    2

    h-index

  2. KB
    Komahan Boopathy

    Georgia Institute of Technology, United States

    2 publications · 46 citations

    2

    h-index

  3. BM
    Boukje M. de Gooijer

    University of Twente, Netherlands

    1 publications · 30 citations

    1

    h-index

  4. JK
    Juho Kannala

    Aalto University, Finland

    1 publications · 27 citations

    1

    h-index

  5. MS
    Michel Salaün

    Université Fédérale de Toulouse Midi-Pyrénées, France

    1 publications · 15 citations

    1

    h-index

1–5 of 42

Institutions

30

  1. University of Dayton

    Dayton, United States

    2 h-index

    4 publications

    92 citations

  2. Gdańsk University of Technology

    Gdansk, Poland

    1 h-index

    1 publications

    10 citations

  3. Chinese Academy of Sciences

    Beijing, China

    1 h-index

    1 publications

    25 citations

  4. Academy of Mathematics and Systems Science

    Beijing, China

    1 h-index

    1 publications

    25 citations

  5. Université Toulouse III - Paul Sabatier

    Toulouse, France

    1 h-index

    3 publications

    45 citations

  6. Universitat de Barcelona

    Barcelona, Spain

    1 h-index

    3 publications

    177 citations

  7. Harvard University Press

    Cambridge, United States

    1 h-index

    1 publications

    27 citations

  8. Université de Montréal

    Montreal, Canada

    1 h-index

    1 publications

    63 citations

1–8 of 30

Venues

  1. AIAA Journal

    2 publications · 48 citations

    2

    h-index

  2. Technometrics

    1 publications · 25 citations

    1

    h-index

  3. Nature Machine Intelligence

    1 publications · 13 citations

    1

    h-index

  4. 1

    h-index

  5. Asian Journal of Control

    1 publications · 12 citations

    1

    h-index

1–5