adaptive composition constructor — make_adaptive

Construct a Measurement that when invoked, returns a queryable that interactively composes measurements.

Usage

make_adaptive_composition(
  input_domain,
  input_metric,
  output_measure,
  d_in,
  d_mids
)

Arguments

input_domain: indicates the space of valid input datasets
input_metric: how distances are measured between members of the input domain
output_measure: how privacy is measured
d_in: maximum distance between adjacent input datasets
d_mids: maximum privacy expenditure of each query

Value

Measurement

Details

Composition Properties

sequential: all measurements are applied to the same dataset
basic: the composition is the linear sum of the privacy usage of each query
interactive: mechanisms can be specified based on answers to previous queries
compositor: all privacy parameters specified up-front

If the privacy measure supports concurrency, this compositor allows you to spawn multiple interactive mechanisms and interleave your queries amongst them.

Required features: contrib

make_adaptive_composition in Rust documentation.

Supporting Elements:

Input Domain: DI
Output Type: MI
Input Metric: MO
Output Measure: Queryable<Measurement<DI, MI, MO, TO>, TO>