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Chapter and Conference Paper
Principal Component Analysis over the Boolean Circuit Within TFHE Scheme
In today’s information-driven world, the need to protect personal data while maintaining efficient data processing capabilities is crucial. Homomorphic Encryption (HE) has emerged as a potential solution, allo...
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Chapter and Conference Paper
Model Selection for Data Analysis in Encrypted Domain: Application to Simple Linear Regression
In the big data era, data scientists explore machine learning methods for observed data to predict or classify. For machine learining to be effective, it requires access to raw data which is often privacy sens...