Concepedia

Symbolic Regression

Symbolic Regression is a regression method that, unlike conventional parametric approaches, automatically discovers the mathematical expression and functional form of a model by searching through symbolic representations of relationships among variables using evolutionary computation techniques.

618

Publications

25.6K

Citations

1.5K

Authors

610

Institutions

Publications per year

2017–2026

384

Parents

Publications

618

Gene Expression Programming: a New Adaptive Algorithm for Solving Problems

Cândida Ferreira · ArXiv.org · 2001 · 2K citations · Full text

, , +8

Genetic programming: a paradigm for genetically breeding populations of computer programs to solve problems

John R. Koza · 1990 · 604 citations

, , +16

Simple descriptor derived from symbolic regression accelerating the discovery of new perovskite catalysts

Baicheng Weng, Zhilong Song, Rilong Zhu et al. · Nature Communications · 2020 · 378 citations · Full text

, , +17

Machine learning for interatomic potential models

Tim Mueller, Alberto Hernández, Chuhong Wang · The Journal of Chemical Physics · 2020 · 378 citations · Full text

, , +14

Order of Nonlinearity as a Complexity Measure for Models Generated by Symbolic Regression via Pareto Genetic Programming

Ekaterina Vladislavleva, Guido Smits, Dick den Hertog · IEEE Transactions on Evolutionary Computation · 2008 · 348 citations

, , +17

1–5 of 618

Authors

1.5K

  1. BX
    Bing Xue

    Victoria University of Wellington, New Zealand

    23 publications · 967 citations

    18

    h-index

  2. MZ
    Mengjie Zhang

    Victoria University of Wellington, New Zealand

    24 publications · 961 citations

    17

    h-index

  3. QC
    Qi Chen

    Victoria University of Wellington, New Zealand

    17 publications · 710 citations

    14

    h-index

  4. GK
    Gabriel Kronberger

    University of Applied Sciences Upper Austria, Austria

    13 publications · 487 citations

    12

    h-index

  5. MK
    Michael Kommenda

    University of Applied Sciences Upper Austria, Austria

    11 publications · 574 citations

    11

    h-index

1–5 of 1.5K

Institutions

610

  1. Victoria University of Wellington

    Wellington, New Zealand

    19 h-index

    88 publications

    3.5K citations

  2. University of Applied Sciences Upper Austria

    Wels, Austria

    13 h-index

    45 publications

    2K citations

  3. Delft University of Technology

    Delft, The Netherlands

    12 h-index

    17 publications

    557 citations

  4. Centre National de la Recherche Scientifique

    Paris, France

    11 h-index

    21 publications

    704 citations

  5. Cornell University

    Ithaca, United States

    11 h-index

    20 publications

    910 citations

  6. Poznań University of Technology

    Poznan, Poland

    10 h-index

    26 publications

    992 citations

  7. Massachusetts Institute of Technology

    Cambridge, United States

    10 h-index

    31 publications

    799 citations

  8. Johannes Kepler University of Linz

    Linz, Austria

    9 h-index

    22 publications

    837 citations

1–8 of 610

Venues

  1. IEEE Transactions on Evolutionary Computation

    19 publications · 1.8K citations

    17

    h-index

  2. arXiv (Cornell University)

    Repository · 26 publications · 1.1K citations

    16

    h-index

  3. Proceedings of the Genetic and Evolutionary Computation Conference

    Conference · 9 publications · 234 citations

    10

    h-index

  4. Genetic Programming and Evolvable Machines

    9 publications · 884 citations

    9

    h-index

  5. Scientific Reports

    6 publications · 200 citations

    9

    h-index

1–5