UrbanInstitute / syntheval

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Disclosure risk metric planning / tracking #87

Open jhseeman opened 4 months ago

jhseeman commented 4 months ago

Disclosure risk metrics planning

This issue will be used to plan updates for disclosure risk metrics in syntheval

Confidential data baseline assessments

Membership inferences from synthetic data

Attribute inferences

awunderground commented 4 months ago

Confidential data baseline assessments

I would appreciate functionality/best practices for working with continuous variables and mixed-type data.

Membership inferences from synthetic data

Can you share a little more detail about the linkage attack functionality?

  1. I can imagine major differences between methods for partially and fully synthetic data.
  2. What is the direction of the linkage?

Attribute inferences

I've done some crude work on this. Let me know how I can help! The discriminator workflow we added is pretty flexible and leverages library(tidymodels).

jhseeman commented 1 month ago

@awunderground I updated this roadmap based on what was merged in. If you have some crude work done already on attribute inferences, any chance you'd be willing to add it to a branch? I can massage it to work with the 0.0.4 updates; I think this will be pretty flexible since it should probably take a tidymodels workflow as input