OptiSGD-DPWGAN: Integrating Metaheuristic Algorithms and Differential Privacy to Improve Privacy-Utility Trade-Off in Generative Models
Recently, the necessity to balance model performance with data confidentiality in synthetic data generation has become a significant challenge in deep learning analysis of medical databases. In this paper, the OptiSGD-DPWGAN model is proposed, that incorporates metaheuristic algorithms and different...
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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/10758629/ |
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