Research Article
Privacy-Preserving Publication of Time-Series Data in Smart Grid
Algorithm 1
Fourier perbutation algorithm [
17].
Inputs: , , the maximum consumption of the domain, and the privacy budget . | (1) | Compute the discrete Fourier transform of : . | (2) | Keep only the first coefficients of , denoted by . | (3) | Generate the noisy version of , denoted by by adding a Laplace noise to each coefficient in . | (4) | Pad to a -dimensional vector, denoted by by appending zeroes. | (5) | Apply the inverse DFT to to obtain a noisy version of denoted by . |
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