Data Democratization: Stories about data, AI and privacy cover image

19. How to implement data privacy? A conversation with Klaudius Kalcher, cofounder and chief data scientist of MOSTLY AI

Data Democratization: Stories about data, AI and privacy

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Is There a Privacy Leakage?

In a synthetic data you see an individual that looks very similar to a reall individual, that could be a privacy leacage. Whether there is a privacy leakage depends on whether this particular constolation of attributes is something that you would expect anyway in the data. The likelihood of finding individuals with these combination of attributes is there just because that's what the population looks like. This is also where we have this rare category protection in place for extreme outliers such as 110-year-old people.

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