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    Chapter and Conference Paper

    Privacy-Preserving and Outsourced Density Peaks Clustering Algorithm

    With the powerful platform of cloud, it is attractive for an organization with massive data to outsource to a cloud provider. However, the data owner may have concerns about the privacy of its data. In this pa...

    Shaopeng Liang, Haomiao Yang, Qixian Zhou, Minglu Zhang in Frontiers in Cyber Security (2020)

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    Chapter and Conference Paper

    Improving Communication Efficiency for Encrypted Distributed Training

    Secure Multi-Party Computation (SMPC) is usually treated as a special encryption way. Unlike most encryption methods using a private or public key to encrypt data, it splits a value into different shares, and ...

    Minglu Zhang, Qixian Zhou, Shaopeng Liang in Security and Privacy in Digital Economy (2020)

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    Chapter and Conference Paper

    Efficient and Secure Outsourced Linear Regression

    The linear regression, as a classical machine learning algorithm, is often used to be a predictor. In the era of big data, the data owner can outsource their linear regression task and data to the cloud server...

    Haomiao Yang, Weichao He, Qixian Zhou in Algorithms and Architectures for Parallel … (2018)