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A Method for Secure and Privacy-Preserving Feature Encoding to Enable Federated Data Augmentation and Input Validation
2-step overview of the method
Invention Summary:
Predictive analytics are essential for optimizing industrial processes, but distributed sensitive data lacks generalizability, suffers from bias, and can't be gathered centrally. Although federated learning and privacy-preserving methods solve data mining problems, they face scalability...
Published: 10/28/2024
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Inventor(s): Jaideep Vaidya, Hafiz Asif, Xinyue Wang, Sitao Min
Keywords(s):
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Software & Algorithms, Technology Classifications > Software & Copyright
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