Depending on user choice of privacy parameters, DP perturbation noise can drown the actual signal in the data. Can we notify the user when this is the case (e.g. based on simple heuristics) before starting the actual inference so that s/he can reconsider?
Depending on user choice of privacy parameters, DP perturbation noise can drown the actual signal in the data. Can we notify the user when this is the case (e.g. based on simple heuristics) before starting the actual inference so that s/he can reconsider?