Exactly how it should be done — as long as their are no logical leakages i.e.,

Founder & CEO, OpenLink Software — provider of Secure, High-Performance, and Cross-Platform Data Access, Integration, Virtualization, and Management Technology.

Aug 25, 2016

Beginning with iOS 10, Apple will also employ a relatively new technique called Differential Privacy, which basically crowd-sources information in a way that doesn’t identify individuals at all.

An Exclusive Look at How AI and Machine Learning Work at Apple

Steven Levy

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Exactly how it should be done — as long as their are no logical leakages i.e., relationship types semantics can actually reveal otherwise hidden identity. For instance, identifiers such as Email Addresses, Home Page URLs, Profile Page URLs etc.. are ultimately mechanisms for revealing personal identities.