I haven't found a differential privacy method which can work without a centralized data collector. Interested to know more
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Oh yeah, I did have a central collector in mind — mostly for P2P client vendors. Allows them to collect telemetry data without compromising their client's privacy.
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Yup! My friend got his PhD in it, but he was applying it to work on location based data. Definitely has a wide variety of applications that can give everyone data they want but not at the cost of other's privacy
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