噪声稳定性是可计算的和近似低维的

Anindya De, Elchanan Mossel, Joe Neeman
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引用次数: 6

摘要

噪声稳定性问题在计算机科学和投票理论的近似硬度中起着重要作用。在许多应用中,目标是在给定高斯测度mu_1,…的情况下,在n >= 1到k个部分的所有可能的R^n分区中找到噪声稳定性的优化器。, mu_k。我们称一个分区为最优的,如果它的噪声稳定性是最优的,直到一个可加的。本文给出了一个显式的、可计算的函数n(epsilon),使得在R^{n(epsilon)}中存在一个最优划分。这一结果对非交互仿真中某些问题的可计算性具有启示意义,这些问题将在后续工作中讨论。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Noise Stability Is Computable and Approximately Low-Dimensional
Questions of noise stability play an important role in hardness of approximation in computer science as well as in the theory of voting. In many applications, the goal is to find an optimizer of noise stability among all possible partitions of R^n for n >= 1 to k parts with given Gaussian measures mu_1, ..., mu_k. We call a partition epsilon-optimal, if its noise stability is optimal up to an additive epsilon. In this paper, we give an explicit, computable function n(epsilon) such that an epsilon-optimal partition exists in R^{n(epsilon)}. This result has implications for the computability of certain problems in non-interactive simulation, which are addressed in a subsequent work.
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