Published April 28, 2021 | Version v1.0
Software Open

BVM library

Creators

  • 1. Universidade Federal de Minas Gerais

Contributors

  • 1. Universidade Federal de Minas Gerais
  • 2. Macquarie University

Description

BVM library

Bayes Vulnerability for Microdata library.

Quantitative Information Flow assessment of vulnerability for microdata datasets using Bayes Vulnerability.

This tool was used for the vulnerability assessment published in:

  • Gabriel H. Nunes - A formal quantitative study of privacy in the publication of official educational censuses in Brazil (2021, hdl:1843/38085).
  • Mário S. Alvim, Natasha Fernandes, Annabelle McIver, Carroll Morgan, Gabriel H. Nunes - Flexible and scalable privacy assessment for very large datasets, with an application to official governmental microdata (2022, 10.48550/arXiv.2204.13734). For this publication, also refer to 10.5281/zenodo.6533684 (github.com/nunesgh/inep-anonymization).

We randomly selected only one record for each student with a same unique pseudonymization code (ID_ALUNO) in each dataset. The enrollment code (ID_MATRICULA) for each selected record is available in 10.5281/zenodo.6533675 (gitlab.com/nunesgh/inep-enrollment-codes).

License

GNU LGPLv3.

Files

bvm-library-1.0.zip

Files (319.5 kB)

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Additional details

Related works

Has part
Dataset: 10.5281/zenodo.6533675 (DOI)
Software: 10.5281/zenodo.6533684 (DOI)
Is derived from
Software: https://github.com/nunesgh/bvm-library (URL)
Is supplement to
Thesis: https://doi.org/hdl:1843/38085 (URL)
Preprint: 10.48550/arXiv.2204.13734 (DOI)