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The Privacy Bootstrap

隐私保护自助法

Methods for privacy protection of microdata include grouping and publication of data perturbed with random noise. The authors suggest a variant of the latter in which the noise is generated by bootstrapping from the original empirical distribution. The published data distribution then essentially consists of a convolution of a distribution with itself and the distribution can be recovered, although the individual observations remain protected. The authors explore the…

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Repeated Sampling in the Presence of Publication Effects

公布效应下的重复抽样

The generation and public dissemination of information from surveys or polls may be expected to modify or condition the private attitudes or intentions it is hoped to measure. Thus the application of statistics to human affairs is often characterized by a reactivity or reflexivity that may even negate its findings or predictions. Bandwagon, funding, or floating voter effects arising from the publication of political polls are well known. Forecasts of expected visitor numbers…

AI 解读阅读原文 ↗BibTeX ↓

Repeated Sampling in the Presence of Publication Effects

存在调查结果发布效应时的重复抽样

The generation and public dissemination of information from surveys or polls may be expected to modify or condition the private attitudes or intentions it is hoped to measure. Thus the application of statistics to human affairs is often characterized by a reactivity or reflexivity that may even negate its findings or predictions. Bandwagon, funding, or floating voter effects arising from the publication of political polls are well known. Forecasts of expected visitor numbers…

AI 解读阅读原文 ↗BibTeX ↓