Papers on “hyperparameter optimization”
Research on “hyperparameter optimization” in the 480 tracked journals: papers per year and category, the journals, institutions and countries publishing it, the keywords studied with it and its most-cited papers. It is not among the most frequent keywords of the last 30 days, so this page has no list of its latest papers. Also as Markdown.
← Top research keywords · Keyword trends
Key findings#
- From 2017 to 2026 (so far), the keyword “hyperparameter optimization” appeared in 1,155 papers in the tracked journals, most of them in AI (836), operations research (124) and statistics (96).
- 245 of them were published in 2025, against 29 in 2017.
- Since 2023, the institutions with the most of these papers were SRM Institute of Science and Technology (17), Mansoura University (12) and Saveetha University (12).
- The journals publishing most of them were Expert Systems with Applications (126), Neural Computing and Applications (98) and Knowledge-Based Systems (61).
- The most-cited of them is “A Survey of Convolutional Neural Networks: Analysis, Applications, and Prospects” (IEEE Transactions on Neural Networks and Learning Systems, 2021), with 5,272 citations.
Papers per year#
20172026 (so far)
| Category | 2017 | 2018 | 2019 | 2020 | 2021 | 2022 | 2023 | 2024 | 2025 | 2026 (so far) |
|---|---|---|---|---|---|---|---|---|---|---|
| AI | 22 | 15 | 33 | 48 | 99 | 106 | 104 | 132 | 178 | 99 |
| Operations Research | 0 | 5 | 3 | 8 | 13 | 13 | 15 | 21 | 26 | 20 |
| Statistics | 7 | 7 | 7 | 6 | 5 | 10 | 13 | 8 | 18 | 15 |
| Economics | 0 | 1 | 0 | 2 | 4 | 8 | 2 | 12 | 11 | 7 |
| Finance | 0 | 0 | 0 | 1 | 2 | 0 | 4 | 6 | 3 | 4 |
| Information Systems | 0 | 1 | 0 | 2 | 1 | 2 | 2 | 3 | 7 | 1 |
| Marketing | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | 0 | 0 |
| Management | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 2 |
| Tourism and Hospitality | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 1 | 0 | 0 |
| Higher Education and Research | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| Accounting | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
| All categories | 29 | 29 | 43 | 69 | 124 | 140 | 143 | 185 | 245 | 148 |
Where the papers come from#
| # | Journal | Papers |
|---|---|---|
| 1 | Expert Systems with Applications | 126 |
| 2 | Neural Computing and Applications | 98 |
| 3 | Knowledge-Based Systems | 61 |
| 4 | Knowledge and Information Systems | 30 |
| 5 | Journal Of Big Data | 26 |
| 6 | Computational Economics | 21 |
| 7 | Applied Intelligence | 19 |
| 8 | IEEE Transactions on Neural Networks and Learning Systems | 19 |
| 9 | Pattern Recognition | 17 |
| 10 | Machine Learning | 16 |
| # | Institution | Papers |
|---|---|---|
| 1 | SRM Institute of Science and Technology | 17 |
| 2 | Mansoura University | 12 |
| 3 | Saveetha University | 12 |
| 4 | Deakin University | 10 |
| 5 | Kafrelsheikh University | 9 |
| 6 | Harbin Institute of Technology | 8 |
| 7 | Koneru Lakshmaiah Education Foundation | 8 |
| 8 | Leiden University | 8 |
| 9 | Central South University | 7 |
| 10 | Chinese Academy of Sciences | 7 |
| # | Country | Papers |
|---|---|---|
| 1 | China | 216 |
| 2 | India | 138 |
| 3 | United States | 75 |
| 4 | United Kingdom | 49 |
| 5 | Egypt | 41 |
| 6 | Turkey | 37 |
| 7 | Australia | 29 |
| 8 | Italy | 28 |
| 9 | Saudi Arabia | 25 |
| 10 | Spain | 24 |
| # | Keyword | Papers |
|---|---|---|
| 1 | feature selection | 62 |
| 2 | particle swarm optimization | 50 |
| 3 | Bayesian optimization | 48 |
| 4 | metaheuristic optimization | 42 |
| 5 | convolutional neural networks | 41 |
| 6 | class imbalance | 37 |
| 7 | XGBoost | 36 |
| 8 | random forest | 32 |
| 9 | ensemble learning | 28 |
Most-cited papers#
| # | Citations | Per month | Title | Journal | Published | Authors |
|---|---|---|---|---|---|---|
| 1 | 5,272 | 81.4 | A Survey of Convolutional Neural Networks: Analysis, Applications, and Prospects | IEEE Transactions on Neural Networks and Learning Systems | 2021-06-10 | Zewen Li, Fan Liu, Wenjie Yang et al. |
| 2 | 2,995 | 40.3 | A comparative analysis of gradient boosting algorithms | Artificial Intelligence Review | 2020-08-24 | Candice Bentéjac, Anna Csörgő, Gonzalo Martínez-Muñoz |
| 3 | 2,181 | 36.8 | Tabular data: Deep learning is not all you need | Information Fusion | 2021-11-26 | Ravid Shwartz-Ziv, Amitai Armon |
| 4 | 1,840 | 25.6 | CatBoost for big data: an interdisciplinary review | Journal Of Big Data | 2020-11-04 | John Hancock, Taghi M. Khoshgoftaar |
| 5 | 1,719 | 24.1 | AutoML: A survey of the state-of-the-art | Knowledge-Based Systems | 2020-11-24 | Xin James He, Kaiyong Zhao, Xiaowen Chu |
Cite this page
Scholar4AI. (2026). Papers on “hyperparameter optimization”. Journal and Conference Research Rankings. Retrieved November 3, 2026, from https://scholar4ai.com/keywords/hyperparameter-optimization
@misc{scholar4ai-keywords-hyperparameter-optimization,
author = {{Scholar4AI}},
title = {Papers on “hyperparameter optimization”},
year = {2026},
howpublished = {\url{https://scholar4ai.com/keywords/hyperparameter-optimization}},
urldate = {2026-11-03},
note = {Journal and Conference Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}