Jun 26, 2023 · This paper proposes a privacy-preserving GPR method based on secret sharing (SS), a secure multi-party computation (SMPC) technique.
To the best of our knowledge, this is the first work that considers to protect the privacy of a GPR model via se- cret sharing which can be used for various ...
Jul 31, 2023 · Gaussian process regression (GPR) is a non-parametric model that has been used in many real-world applications that involve sensitive ...
Key Idea. ❖ We present the first SS-based privacy-preserving GPR algorithm, which can be used in various data sharing scenarios.
The main idea of the PP-MI is to transform the matrix inversion process into MPC-friendly operations such as multiplication and division. Next, we will first ...
Jul 29, 2024 · To protect your privacy, all features that rely on external API calls from your browser are turned off by default. You need to opt-in for them ...
Sep 6, 2024 · To fully and securely exploit the value of different data sources, this paper proposes a privacy-preserving GPR method based on secret sharing ( ...
Jun 26, 2023 · Empirical results show that the proposed privacy-preserving GPR method based on secret sharing (SS), a secure multi-party computation (SMPC) ...
In this paper, we propose a new privacy-preserving GP algorithm, namely PP-GP, which employs secret sharing (SS) techniques.
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Practical Privacy-Preserving Gaussian Process Regression via Secret Sharing · no code implementations • 26 Jun 2023 • Jinglong Luo, Yehong Zhang, JiaQi Zhang ...