Data security deduplication method based on auto-encoder
A self-encoder, data security technology, applied in the direction of digital data protection, electrical digital data processing, computer security devices, etc., can solve the problem of low efficiency, reduce the number of times, improve the efficiency of deduplication, and improve the efficiency of label comparison.
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[0021]CombineFigure 1 to Figure 2In this embodiment, a method for data security deduplication based on a self-encoder is used to generate a summary label of the data through a self-encoding technology. The original label generated by random message lock encryption is still retained, which is called a fingerprint label. In order to ensure data confidentiality, one key is used to encrypt data, and another key is used to encrypt fingerprint tags. Among them, the same data must be encrypted with the same key to realize the sharing of data among different users; while the fingerprint tag of the same data does not need to be encrypted with the same key, because it is not necessary to compare the fingerprint tag. Decrypt. Since the autoencoder model is similar, that is, the feature distance between similar data is much smaller than that of different data, so the summary tags generated by this model can filter out a set of fingerprint tag sets similar to user data, thereby greatly reducing ...
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