Skip to contents

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

Usage

make_sequential_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.

make_sequential_composition in Rust documentation.

Supporting Elements:

  • Input Domain: DI

  • Output Type: Queryable<Measurement<DI, TO, MI, MO>, TO>

  • Input Metric: MI

  • Output Measure: MO