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05/01/2022
Differentially Private Multivariate Time Series Forecasting of Aggregated Human Mobility With Deep Learning: Input or Gradient Perturbation?
This paper investigates the problem of forecasting multivariate aggregat...
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11/08/2021
Improving the Utility of Locally Differentially Private Protocols for Longitudinal and Multidimensional Frequency Estimates
This paper investigates the problem of collecting multidimensional data ...
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09/15/2021
Random Sampling Plus Fake Data: Multidimensional Frequency Estimates With Local Differential Privacy
With local differential privacy (LDP), users can privatize their data an...
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04/05/2019