K-Anonymity technique for privacy protection: a proof of concept study

Ítalo Santos, E. Coutinho, Leonardo Moreira
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引用次数: 1

Abstract

Privacy is a concept directly related to people's interest in maintaining personal space without the interference of others. In this paper, we focus on study the k-anonymity technique since many generalization algorithms are based on this privacy model. Due to this, we develop a proof of concept that uses the k-anonymity technique for data anonymization to anonymize data raw and generate a new file with anonymized data. We present the system architecture and detailed an experiment using the adult data set which has sensitive information, where each record corresponds to the personal information for a person. Finally, we summarize our work and discuss future works.
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隐私保护的k -匿名技术:概念验证研究
隐私是一个概念,与人们在不受他人干扰的情况下保持个人空间的利益直接相关。由于许多泛化算法都是基于这种隐私模型,因此本文重点研究了k-匿名技术。因此,我们开发了一个概念证明,该概念证明使用k-匿名技术进行数据匿名化,以匿名化原始数据并生成具有匿名数据的新文件。我们介绍了系统架构,并详细介绍了使用具有敏感信息的成人数据集的实验,其中每个记录对应一个人的个人信息。最后,对工作进行了总结,并对今后的工作进行了展望。
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