BriefGPT.xyz
Apr, 2016
典型稳定性
Typicality-Based Stability and Privacy
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Raef Bassily, Yoav Freund
TL;DR
介绍了一种算法稳定性的概念--典型稳定性,可以控制自适应数据分析的泛化误差,对于具有轻尾分布的计算统计信息的查询,提出了一些简单的噪音添加算法。
Abstract
In this paper, we introduce a new notion of
algorithmic stability
called
typical stability
. When our goal is to release real-valued queries (statistics) computed over a dataset, this notion does not require the q
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