While the entire field of privacy preserving data analytics is focused on the privacy-utility tradeoff, recent work has shown that privacy preserving data publishing can introduce different levels of utility across different population groups. It is important to understand this new tradeoff between privacy and equity as privacy technology is being deployed in situations where the data products will be used for research and policy making. Will marginal populations see disproportionately less utility from privacy technology? If there is an inequity how can we address it?
翻译:虽然整个隐私保护数据分析领域的重点是私隐效用的权衡,但最近的工作表明,隐私保护数据出版可以在不同人口群体中引入不同程度的效用;必须理解隐私与公平之间的这种新的权衡,因为隐私技术正在被用于数据产品将用于研究和决策的情况。 边缘人口是否认为私隐技术的效用不成比例地减少?如果存在不平等,我们如何解决这个问题?