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Sarve: synthetic data and local differential privacy for private frequency estimation

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The collection of user attributes by service providers is a double-edged sword. They are instrumental in driving statistical analysis to train more accurate predictive models like recommenders. The analysis of the collected user data includes frequency estimat... ...