Co-evolving Recurrent Neural Networks and their Hyperparameters with Simplex Hyperparameter Optimization

Author:

Kini Amit Dilip1ORCID,Yadav Swaraj Sambhaji1ORCID,Thakur Aditya Shankar1ORCID,Awari Akshar Bajrang1ORCID,Lyu Zimeng1ORCID,Desell Travis1ORCID

Affiliation:

1. Rochester Institute of Technology, Rochester, United States of America

Funder

Federal Aviation Administration

National Science Foundation

Publisher

ACM

Reference46 articles.

1. Abdullah Alanazi . 2022. Using machine learning for healthcare challenges and opportunities. Informatics in Medicine Unlocked ( 2022 ), 100924. Abdullah Alanazi. 2022. Using machine learning for healthcare challenges and opportunities. Informatics in Medicine Unlocked (2022), 100924.

2. Hyperparameter Optimization: Comparing Genetic Algorithm against Grid Search and Bayesian Optimization

3. Moriah Ariely , Tanya Nazaretsky , and Giora Alexandron . 2022. Machine learning and Hebrew NLP for automated assessment of open-ended questions in biology . International journal of artificial intelligence in education ( 2022 ), 1--34. Moriah Ariely, Tanya Nazaretsky, and Giora Alexandron. 2022. Machine learning and Hebrew NLP for automated assessment of open-ended questions in biology. International journal of artificial intelligence in education (2022), 1--34.

4. Habeeb Balogun , Hafiz Alaka , and Christian Nnaemeka Egwim . 2021. Boruta-grid-search least square support vector machine for NO2 pollution prediction using big data analytics and IoT emission sensors. Applied Computing and Informatics ahead-of-print ( 2021 ). Habeeb Balogun, Hafiz Alaka, and Christian Nnaemeka Egwim. 2021. Boruta-grid-search least square support vector machine for NO2 pollution prediction using big data analytics and IoT emission sensors. Applied Computing and Informatics ahead-of-print (2021).

5. Evolutionary Algorithms

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1. GOLEM: Flexible Evolutionary Design of Graph Representations of Physical and Digital Objects;Proceedings of the Genetic and Evolutionary Computation Conference Companion;2024-07-14

2. Efficient Neuroevolution Using Island Repopulation and Simplex Hyperparameter Optimization;2023 IEEE Symposium Series on Computational Intelligence (SSCI);2023-12-05

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