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METHOD AND APPARATUS FOR ENCRYPTING DATA, METHOD AND APPARATUS FOR TRAINING MACHINE LEARNING MODEL, AND ELECTRONIC DEVICE

机译:加密数据的方法和装置,训练机器学习模型的方法和装置以及电子设备

摘要

A method for encrypting data is disclosed, and includes the following: generating an N×M dimensional target matrix based on N data samples and M dimensional data features respectively corresponding to the N data samples; performing encryption calculation on the target matrix based on a PCA algorithm to obtain an encrypted N×K dimensional encryption matrix; and transmitting the encryption matrix to a modeling server, so that the modeling server trains a machine learning model by using the encryption matrix as a training sample.
机译:公开了一种用于加密数据的方法,该方法包括以下步骤:基于分别对应于所述N个数据样本的N个数据样本和M维数据特征,生成N×M维目标矩阵;基于PCA算法对目标矩阵进行加密计算,得到加密的N×K维加密矩阵;将所述加密矩阵传输至建模服务器,以使所述建模服务器通过使用所述加密矩阵作为训练样本来训练机器学习模型。

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