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A location privacy protection algorithm based on differential privacy in sensor network

机译:一种基于传感器网络差分隐私的位置隐私保护算法

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摘要

The continuous development and innovation in sensor networks has simplified the processes of data collection and transmission and has led to their widespread use. However, these processes often involve sensitive location information. Therefore, the location of a sensor should be protected for privacy reasons during data collection and transmission. In this paper, we propose a privacy protection scheme for location in a sensor network, based on differential privacy. Although the algorithm satisfies the privacy protection requirements, the accumulation of noise in the privacy protection process may decrease the utility of the data. To solve this problem, we propose a square sum error-based location privacy protection algorithm. Our algorithm can reduce the accumulation of noise, while also protecting the structure of the sensor network.
机译:传感器网络的不断发展和创新简化了数据收集和传输的过程,并导致了其广泛应用。但是,这些过程通常涉及敏感的位置信息。因此,在数据收集和传输过程中,出于隐私原因,应保护传感器的位置。在本文中,我们提出了一种基于差分隐私的传感器网络中位置隐私保护方案。虽然该算法满足隐私保护要求,但隐私保护过程中噪声的积累可能会降低数据的效用。为了解决这个问题,我们提出了一种基于平方和误差的位置隐私保护算法。我们的算法可以减少噪声的积累,同时也保护了传感器网络的结构。

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