Comparison of Phenotypes and Transcriptomes of Mouse Skin-Derived Precursors and Dermal Mesenchymal Stem Cells

    Y. Li, L. Li
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    TLDR The search scheme SMRI is faster and more secure for retrieving encrypted data from the cloud.
    The document from 2019 describes a search scheme called SMRI for retrieving encrypted full-text data from large datasets in cloud storage. It uses Simhash for dimensionality reduction to create an index, an improved secure k-nearest neighbor algorithm for encryption, and a B+ tree index for organizing data. The retrieval process involves a "filter-refine" strategy to efficiently find the top-k results with reduced computational complexity. The scheme is shown to be more efficient and less complex than existing methods, making it suitable for fast and secure data retrieval. The work was supported by the Fund of Hubei Key Laboratory of Transportation Internet of Things.
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