A Balanced Approach of Rapid Genetic Exploration and Surrogate Exploitation for Hyperparameter Optimization
This paper introduces a novel approach to hyperparameter optimization (HPO), proposing a methodology that balances exploration and exploitation to enhance optimization performance. While evolutionary algorithms (EAs) have shown potential in HPO, they often struggle with effective exploitation. To ad...
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| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
IEEE
2024-01-01
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| Series: | IEEE Access |
| Subjects: | |
| Online Access: | https://ieeexplore.ieee.org/document/10770216/ |
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