Simson: Created page with "Thoughts on a differential privacy research agenda: * Anonymous set intersection made differentially private. * Practical applications for DP secure multiparty computations...."

2020-01-20T13:25:09Z

Created page with "Thoughts on a differential privacy research agenda: * Anonymous set intersection made differentially private. * Practical applications for DP secure multiparty computations...."

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Thoughts on a differential privacy research agenda:

* Anonymous set intersection made differentially private.
* Practical applications for DP secure multiparty computations.
* Tools for deciding on the privacy/accuracy tradeoff
* Tools for building DP models
* Approaches for analyzing programs that provide DP. Analyzing programs that implement randomized algorithms is hard: how do you find bugs?
* More mechanisms.
* DP for text, or a new theory for text de-identification.
* DP theories that provide empirical privacy loss measures by taking into account background information. Would this produce different mechanisms? COuld these mechanisms offer more accuracy without a practical impacts on privacy loss?
* Improved methods for teaching differential privacy.
* Integrating the concepts of differential privacy into the high school curriculum.
* DP theories that take into account computational complexity or numeric precision, so that we can release more aggregate data and know that we aren't impacting privacy loss of individuals.

Differential Privacy Research Agenda - Revision history

Simson: Created page with "Thoughts on a differential privacy research agenda: * Anonymous set intersection made differentially private. * Practical applications for DP secure multiparty computations...."