private quantile constructor

Makes a Measurement the computes the quantile of a dataset.

Usage

make_private_quantile(
  input_domain,
  input_metric,
  output_measure,
  candidates,
  alpha,
  scale
)

Arguments

input_domain

Uses a tighter sensitivity when the size of vectors in the input domain is known.

input_metric

Either SymmetricDistance or InsertDeleteDistance.

output_measure

Either MaxDivergence or ZeroConcentratedDivergence.

candidates

Potential quantiles to score

alpha

a value in \([0, 1]\). Choose 0.5 for median

scale

the scale of the noise added

Value

Measurement

Details

Required features: contrib

make_private_quantile in Rust documentation.

Supporting Elements:

• Input Domain: VectorDomain<AtomDomain<T>>

• Output Type: MI

• Input Metric: MO

• Output Measure: T