We give some natural sufficient conditions for balls in a metric space to have small intersection. Roughly speaking, this happens when the metric space is (i) expanding and (ii) well-spread, and (iii) a certain random variable on the boundary of a ball has a small tail. As applications, we show that the volume of intersection of balls in Hamming, Johnson spaces and symmetric groups decay exponentially as their centers drift apart. To verify condition (iii), we prove some large deviation inequalities `on a slice' for functions with Lipschitz conditions. We then use these estimates on intersection volumes to $\bullet$ obtain a sharp lower bound on list-decodability of random $q$-ary codes, confirming a conjecture of Li and Wootters; and $\bullet$ improve the classical bound of Levenshtein from 1971 on constant weight codes by a factor linear in dimension, resolving a problem raised by Jiang and Vardy. Our probabilistic point of view also offers a unified framework to obtain improvements on other Gilbert--Varshamov type bounds, giving conceptually simple and calculation-free proofs for $q$-ary codes, permutation codes, and spherical codes. Another consequence is a counting result on the number of codes, showing ampleness of large codes.
翻译:大致而言,当量空间(一) 扩大和(二) 分布良好,以及(三) 球的边界上某个随机变量有一个小尾尾。当应用时,我们显示Hamming、Johnspace和对称组的球交点量随着其中间点的分流而急剧消散。为了核实条件(三),我们证明在与Lipschitz条件有关的功能中存在某种“切片”的巨大偏差不平等。然后,我们使用这些对交点量量的估算值到$\bullet$获得一个在列表上的极低约束度的随机美元代码,证实利和Wooters的直觉;以及$\bullet$改进了1971年Levestein在固定重量代码上的典型约束值,用一个要素线尺寸解决了江和Varshamov提出的一个问题。我们的危险观点也提供了一个统一的框架,用于改进其他吉尔伯特-Varshamov型框, 给出一个概念简单和不计数的代码的完整结果。