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Privacy by Projection: Federated Population Density Estimation by Projecting on Random Features

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We consider the problem of population density estimation based on location data crowdsourced from mobile devices, using kernel density estimation (KDE). In a conventional, centralized setting, KDE requires mobile users to upload their location data to a server... ...