Abstract

Histogram publishing method based on differential privacy has been widely concerned. However, most histogram publishing methods are based on the Laplace mechanism, which can not effectively avoid floating-point approximation attack. To address this problem, this paper proposes a histogram publishing method based on the geometric mechanism, and each bin of histogram is counted by an integer. Besides, the dynamic programming grouping strategy is adopted to effectively reduce the histogram publishing error in long queries.

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