调优匿名级别以保证高数据质量:一项实证研究。

G. Canfora, C. A. Visaggio
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引用次数: 7

摘要

保护数据隐私对软件工程研究人员提出了新的挑战。当前的技术可能过于繁琐、普及或昂贵,无法成功地应用于在大量应用程序之间进行数据交换的动态和复杂场景中。匿名化技术似乎是一个很有前途的候选人,即使初步调查表明它们可能会降低数据的质量。为了了解匿名化水平与数据质量退化之间的关系,进行了实证研究。
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Tuning anonymity level for assuring high data quality: an empirical study.
Preserving data privacy is posing new challenges to software engineering researchers. Current technologies can be too cumbersome, pervasive or costly to be successfully applied in dynamic and complex scenarios where data exchange occurs among a large number of applications. Anonymization techniques seem to be a promising candidate, even if preliminary investigations suggest that they could deteriorate the quality of data. An empirical study has been carried out in order to understand the relationship between the anonymization level and the degradation of data quality.
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