General secret state data security calculation method

According to the universal secret state data security calculation method provided by the invention, various machine learning algorithms can be outsourced to the cloud server for privacy protection calculation through the combination of various components in the secret state data security calculation...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Hauptverfasser: LIU XIN, ZHANG ZHIWEI, SONG ANXIAO, CHENG KE, FU JIAXUAN, SHEN YULONG, ZHU XINGHUI
Format: Patent
Sprache:chi ; eng
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Beschreibung
Zusammenfassung:According to the universal secret state data security calculation method provided by the invention, various machine learning algorithms can be outsourced to the cloud server for privacy protection calculation through the combination of various components in the secret state data security calculation library, so that the data privacy and the model security are protected; and the outsourcing calculation efficiency and calculation precision of the machine learning algorithm are improved. Each component in the general secret state data security calculation library completes the calculation process based on the respective protocol, and the protocols are privacy protection outsourcing calculation protocols, so that provable security under a semi-honesty threat model can be realized on the premise of ensuring the precision of a machine learning algorithm, the calculation efficiency and the like; in other words, any privacy information of the user and the model owner cannot be leaked to the cloud server. In addition,