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dominoise  

Parsimonious Noise Perturbation for Magnitude Tables
View on CRAN: Click here


Download and install dominoise package within the R console
Install from CRAN:
install.packages("dominoise")

Install from Github:
library("remotes")
install_github("cran/dominoise")

Install by package version:
library("remotes")
install_version("dominoise", "0.2.0")



Attach the package and use:
library("dominoise")
Maintained by
Julien Jamme
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2026-10-15
Latest Update: 2026-10-15
Description:
Protects magnitude tables, such as tables of enterprise turnover, by multiplying each total by a Gaussian noise combining a dominance-driven component and a general-purpose one, governed by three parameters only. Information loss and disclosure risks for three attack scenarios (external inference, internal inference and differencing) are available in closed form, so that calibration requires neither simulation nor re-estimation on the data. The package guides that calibration step by step, from the differencing noise to the dominance parameters, with decision tables and risk-utility plots, applies the mechanism to an aggregated table using SHA-512 hashed random keys for consistency over time, and reports the risk and utility actually achieved. The method is described in Jamme (2027) <doi:10.1007/978-3-032-37883-5_9>.
How to cite:
Julien Jamme (2026). dominoise: Parsimonious Noise Perturbation for Magnitude Tables. R package version 0.2.0, https://cran.r-project.org/web/packages/dominoise. Accessed 24 Oct. 2026.
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