Concepedia

Hyperparameter Optimization

Hyperparameter Optimization is the systematic process of selecting optimal hyperparameter values for a machine learning model by exploring the hyperparameter space to maximize model performance on a given task, distinguished from general model training by its focus on tuning fixed structural parameters prior to learning.

2K

Publications

190.5K

Citations

7.3K

Authors

2.2K

Institutions

Publications per year

2017–2026

1.8K

Parents

Publications

2K

HISTORIAE, History of Socio-Cultural Transformation as Linguistic Data Science. A Humanities Use Case

Yinhan Liu, Myle Ott, Jingfei Du et al. · DROPS (Schloss Dagstuhl – Leibniz Center for Informatics) · 2019 · 17.3K citations · Full text

, , +13

Convolutional Neural Networks for Sentence Classification

Yoon Kim · 2014 · 13.8K citations · Full text

, , +16

Random search for hyper-parameter optimization

James Bergstra, Yoshua Bengio · 2012 · 7.9K citations

, , +8

Optuna

Takuya Akiba, Shotaro Sano, Toshihiko Yanase et al. · 2019 · 7.4K citations

, , +11

Practical Bayesian Optimization of Machine Learning Algorithms

Jasper Snoek, Hugo Larochelle, Ryan P. Adams · arXiv (Cornell University) · 2012 · 5.7K citations · Full text

, , +16

1–5 of 2K

Authors

7.3K

  1. FH
    Frank Hutter

    University of Freiburg, Germany

    28 publications · 5.4K citations

    21

    h-index

  2. AK
    Aaron Klein

    University of Freiburg, Germany

    13 publications · 2.2K citations

    13

    h-index

  3. AT
    Ameet Talwalkar

    University of California, Berkeley, United States

    11 publications · 3.3K citations

    11

    h-index

  4. BB
    Bernd Bischl

    Ludwig-Maximilians-Universität München, Germany

    13 publications · 2.2K citations

    11

    h-index

  5. RP
    Ryan P. Adams

    Harvard University, United States

    10 publications · 8.6K citations

    10

    h-index

1–5 of 7.3K

Institutions

2.2K

  1. Google (United States)

    Mountain View, United States

    25 h-index

    102 publications

    38.2K citations

  2. Princess Nourah bint Abdulrahman University

    Riyadh, Saudi Arabia

    23 h-index

    44 publications

    1.5K citations

  3. Prince Sattam Bin Abdulaziz University

    Al Kharj, Saudi Arabia

    19 h-index

    45 publications

    1.5K citations

  4. Massachusetts Institute of Technology

    Cambridge, United States

    19 h-index

    89 publications

    13.2K citations

  5. King Khalid University

    Abhā, Saudi Arabia

    18 h-index

    24 publications

    843 citations

  6. Harvard University

    Cambridge, United States

    18 h-index

    52 publications

    15K citations

  7. Centre National de la Recherche Scientifique

    Paris, France

    18 h-index

    56 publications

    5K citations

  8. King Saud University

    Riyadh, Saudi Arabia

    16 h-index

    21 publications

    1.8K citations

1–8 of 2.2K

Venues

  1. arXiv (Cornell University)

    Repository · 257 publications · 27.1K citations

    62

    h-index

  2. IEEE Access

    65 publications · 3.6K citations

    33

    h-index

  3. Sensors

    33 publications · 2K citations

    25

    h-index

  4. Applied Sciences

    36 publications · 1.4K citations

    24

    h-index

  5. Scientific Reports

    28 publications · 1.7K citations

    23

    h-index

1–5