Skip to content

This project aims at providing a comprehensive, open source anonymization framework for sensitive personal data. It is able to alter the data in a way that guarantees minimal information loss while making sure that the transformed data adheres to well-known privacy criteria, such as k-anonymity, l-diversity or t-closeness.

License

kbabioch/arx

 
 

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

ARX - Open Source Data Anonymization Software

ARX is a comprehensive open source software for de-identifying sensitive personal data. It has been designed from the ground up to provide high scalability, ease of use and a tight integration of the many different aspects relevant to data anonymization. Its highlights include:

  • Risk-based anonymization using different statistical models
  • Syntactic privacy models, such as k-anonymity, ℓ-diversity, t-closeness and δ-presence
  • Semantic privacy models, such as (ɛ, δ)-differential privacy
  • Methods for optimizing the profitability of data publishing based on monetary cost-benefit analyses
  • Data transformation with generalization, suppression, microaggregation and top/bottom coding as well as global and local recoding
  • Methods for analyzing data utility
  • Methods for analyzing re-identification risks

The software is able to handle very large datasets on commodity hardware and features an intuitive cross-platform graphical user interface. You can find further information on the project website.

License

ARX (C) 2012-2017 Fabian Prasser, Florian Kohlmayer and Contributors.

Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at

http://www.apache.org/licenses/LICENSE-2.0

Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.

External Libraries

ARX uses external libraries. Their licenses are listed in the respective folders.

About

This project aims at providing a comprehensive, open source anonymization framework for sensitive personal data. It is able to alter the data in a way that guarantees minimal information loss while making sure that the transformed data adheres to well-known privacy criteria, such as k-anonymity, l-diversity or t-closeness.

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages

  • Java 99.1%
  • HTML 0.9%