论文标题

私人统计的入门

A Primer on Private Statistics

论文作者

Kamath, Gautam, Ullman, Jonathan

论文摘要

在过去的几年中,私人统计估算的发展量已经发生了一系列发展。研究已分为两种思想流派,重点介绍了经验统计数据与人口统计数据。我们建议,通过给出最初用于经验统计的方法的示例,这两种工作与不同的方法更相似,但可以同时应用于人口统计数据。我们还提供了该领域最近工作的详尽范围。

Differentially private statistical estimation has seen a flurry of developments over the last several years. Study has been divided into two schools of thought, focusing on empirical statistics versus population statistics. We suggest that these two lines of work are more similar than different by giving examples of methods that were initially framed for empirical statistics, but can be applied just as well to population statistics. We also provide a thorough coverage of recent work in this area.

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