隐私计算产品性能测评标准化研究

Research on the standardization of performance measurement of privacy preserving computing products

隐私计算产品性能是阻碍隐私计算大规模应用的主要约束之一。介绍了隐私计算产品性能标准化的挑战,包括从性能与安全角度介绍了隐私计算中的主要技术,隐私计算技术安全、性能和准确度三者相互制约的情况,以及缺乏统一的性能测试标准的现状;并对隐私计算产品的评估维度、隐私计算当前的局限与未来展望进行了研究和探讨。

The performance of privacy preserving computing products is one of the main constraints that hinder the large-scale adoption of privacy preserving computing.This paper first introduces the challenges of standardizing the performance of privacy preserving computing products,including an introduction to the main technologies in privacy preserving computing from the perspective of performance and security,as well as the mutual constraints of security,performance and accuracy of privacy preserving computing technologies and the current situation of the lack of uniform performance testing standards.This is followed by a detailed description of the evaluation dimensions of privacy preserving computing products,and concludes with a discussion of the current limitations and future outlook.