Many users are clamouring for privacy techniques so that they can publish, share or sell their data safely. There are many aspects of data that then have to be managed: the data is often sparse, multi-dimensional, and structured. Each of these requires mechanisms that are aware of these features, so that they provide output which is useful and efficient to compute, in addition to providing a privacy guarantee. This talk outlines some recent efforts to generate such practical mechanisms.
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