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Expressing the privacy cost of the optimal mechanism M∗ as a linear combination of the 1/σ 2 A values takes O(∑ A∈ W kload #cells(A)) total time

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2023 1

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ResidualPlanner+: a scalable matrix mechanism for marginals and beyond

cs.DB · 2023-05-14 · unverdicted · novelty 7.0

ResidualPlanner provides an optimal scalable matrix mechanism for Gaussian noise on marginal queries that optimizes convex loss functions of variances, with ResidualPlanner+ extending support to combined marginal and range/prefix-sum workloads while outperforming HDMM.

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  • ResidualPlanner+: a scalable matrix mechanism for marginals and beyond cs.DB · 2023-05-14 · unverdicted · none · ref 62

    ResidualPlanner provides an optimal scalable matrix mechanism for Gaussian noise on marginal queries that optimizes convex loss functions of variances, with ResidualPlanner+ extending support to combined marginal and range/prefix-sum workloads while outperforming HDMM.