Concepedia

Evolutionary Hyperparameter Optimization

Evolutionary Hyperparameter Optimization is an optimization method that employs evolutionary algorithms to automatically discover optimal hyperparameter configurations for machine learning models by iteratively evolving a population of candidate solutions based on fitness evaluation and genetic operations.

117

Publications

6.8K

Citations

406

Authors

192

Institutions

Publications per year

2017–2026

88

Parents

Publications

117

Evolutionary tuning of multiple SVM parameters

Frauke Friedrichs, Christian Igel · Neurocomputing · 2005 · 506 citations

, , +12

Optimizing deep learning hyper-parameters through an evolutionary algorithm

Steven R. Young, Derek Rose, Thomas P. Karnowski et al. · 2015 · 425 citations

, , +16

Real-parameter evolutionary multimodal optimization — A survey of the state-of-the-art

Swagatam Das, Sayan Maity, Boyang Qu et al. · Swarm and Evolutionary Computation · 2011 · 306 citations

, , +10

Evolutionary techniques in optimizing machining parameters: Review and recent applications (2007–2011)

Norfadzlan Yusup, Azlan Mohd Zain, Siti Zaiton Mohd Hashim · Expert Systems with Applications · 2012 · 264 citations

, , +14

cPSO-CNN: An efficient PSO-based algorithm for fine-tuning hyper-parameters of convolutional neural networks

Yulong Wang, Haoxin Zhang, Guangwei Zhang · Swarm and Evolutionary Computation · 2019 · 229 citations

, , +14

1–5 of 117

Authors

406

  1. HW
    Harvey Wu

    Columbia University, United States

    2 publications · 104 citations

    2

    h-index

  2. SR
    Steven R. Young

    Oak Ridge National Laboratory, United States

    2 publications · 473 citations

    2

    h-index

  3. RM
    Risto Miikkulainen

    The University of Texas at Austin, United States

    2 publications · 121 citations

    2

    h-index

  4. TP
    Thomas P. Karnowski

    Oak Ridge National Laboratory, United States

    2 publications · 473 citations

    2

    h-index

  5. JL
    Jason Liang

    The University of Texas at Austin, United States

    2 publications · 121 citations

    2

    h-index

1–5 of 406

Institutions

192

  1. National Institute of Technology Karnataka

    Mangaluru, India

    2 h-index

    4 publications

    364 citations

  2. Yonsei University

    Seoul, South Korea

    2 h-index

    3 publications

    107 citations

  3. Ruhr University Bochum

    Bochum, Germany

    2 h-index

    4 publications

    1.1K citations

  4. Manipal University Jaipur

    Jaipur, India

    2 h-index

    3 publications

    175 citations

  5. Google (United States)

    Mountain View, United States

    2 h-index

    11 publications

    186 citations

  6. Khorramshahr University of Marine Science and Technology

    Khorramshahr, Iran

    2 h-index

    2 publications

    91 citations

  7. The University of Texas at Austin

    Austin, United States

    2 h-index

    12 publications

    726 citations

  8. Lovely Professional University

    Phagwāra, India

    2 h-index

    3 publications

    93 citations

1–8 of 192

Venues

  1. arXiv (Cornell University)

    Repository · 9 publications · 271 citations

    9

    h-index

  2. IEEE Access

    4 publications · 195 citations

    4

    h-index

  3. Expert Systems with Applications

    4 publications · 351 citations

    4

    h-index

  4. Neurocomputing

    3 publications · 649 citations

    3

    h-index

  5. Soft Computing

    3 publications · 109 citations

    3

    h-index

1–5