arx

arx

功能强大的开源数据匿名化软件

ARX是一款开源的数据匿名化软件,专门用于保护敏感个人信息。它具有高可扩展性和易用性,集成了多种数据匿名化功能。ARX支持基于效用的匿名化、多种隐私模型、数据转换方法,以及数据效用和再识别风险分析。这款软件可在普通硬件上处理大型数据集,并提供跨平台的图形用户界面。ARX适用于需要进行数据隐私保护的各种场景。

ARX数据匿名化开源软件隐私保护数据变换Github开源项目

ARX - Open Source Data Anonymization Software

Note

ARX is the result of a research project. To support our research, please cite one of our papers instead of referencing our website in scientific articles. You can find an overview of papers about ARX here. If you are not sure which paper to cite, we recommend this one:

Prasser F., Eicher J., Spengler H., Bild R., Kuhn K. A. (2020) Flexible Data Anonymization Using ARX — Current Status and Challenges Ahead. Software Pract Exper 2020;1–28. (Link)

Thanks!

Introduction

ARX is a comprehensive open source software for anonymizing 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:

  • Utility-focused 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.

Development setup

Currently, the main development of ARX is carried out using Eclipse as an IDE and Ant as a build tool. Support for further IDEs such as IntelliJ IDEA and Maven is experimental.

The Ant build script features various targets that can be used to build different versions of ARX (e.g. including GUI code or not). To build only the core code using Maven, set the system property core to true. This will build a platform independent jar with the ARX main code module and no GUI components:

$ mvn compile -Dcore=true

Contributing and code of conduct

See here and here.

License

ARX (C) 2012 - 2023 Fabian Prasser 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.

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