最小独立置换的完备性和鲁棒性

A. Broder, M. Mitzenmacher
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引用次数: 8

摘要

我们提供了几个与最小独立概念相关的新结果。我们的主要结果是,任何随机抽样方案的相对交集的基础上测试的样本相等产生一个等效的最小独立族。因此,在某种意义上,最小独立家庭对于这种类型的估计是完整的。我们还讨论了鲁棒性的概念,这是一个扩展最小独立性的概念,以便在实践中更有效地使用它。从我们对鲁棒性的考虑中得到的一个令人惊讶的结果是,在最小独立族的随机排列下,固定集合的任何元素在集合的像中获得任何秩的机会是相等的,而不仅仅是定义所要求的最小秩。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Completeness and robustness properties of min-wise independent permutations
We provide several new results related to the concept of min-wise independence. Our main result is that any randomized sampling scheme for the relative intersection of sets based on testing equality of samples yields an equivalent min-wise independent family. Thus, in a certain sense, min-wise independent families are complete for this type of estimation. We also discuss the notion of robustness, a concept extending min-wise independence to allow more efficient use of it in practice. A surprising result arising from our consideration of robustness is that under a random permutation from a min-wise independent family, any element of a fixed set has an equal chance to get any rank in the image of the set, not only the minimum as required by definition.
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