We study the problem of high-dimensional multiple packing in Euclidean space. Multiple packing is a natural generalization of sphere packing and is defined as follows. Let $ N>0 $ and $ L\in\mathbb{Z}_{\ge2} $. A multiple packing is a set $\mathcal{C}$ of points in $ \mathbb{R}^n $ such that any point in $ \mathbb{R}^n $ lies in the intersection of at most $ L-1 $ balls of radius $ \sqrt{nN} $ around points in $ \mathcal{C} $. We study the multiple packing problem for both bounded point sets whose points have norm at most $\sqrt{nP}$ for some constant $P>0$ and unbounded point sets whose points are allowed to be anywhere in $ \mathbb{R}^n $. Given a well-known connection with coding theory, multiple packings can be viewed as the Euclidean analog of list-decodable codes, which are well-studied for finite fields. In this paper, we derive various bounds on the largest possible density of a multiple packing in both bounded and unbounded settings. A related notion called average-radius multiple packing is also studied. Some of our lower bounds exactly pin down the asymptotics of certain ensembles of average-radius list-decodable codes, e.g., (expurgated) Gaussian codes and (expurgated) spherical codes. In particular, our lower bound obtained from spherical codes is the best known lower bound on the optimal multiple packing density and is the first lower bound that approaches the known large $L$ limit under the average-radius notion of multiple packing. To derive these results, we apply tools from high-dimensional geometry and large deviation theory.
翻译:我们在 oclidean 空间中研究高维多重包装问题。 多重包装是球体包装的自然概括化, 定义如下。 我们研究两个受约束点组的多重包装问题, 其点在 $\ mathbb{C} 美元中具有标准值 $ mathbb{R ⁇ n 美元, 任何点在 $\ mathbb{R ⁇ n 美元中都位于半径 $\ sqrt{n} 圆球的交叉点。 多个包装在 $\ mathcal=C} 美元中, 我们研究了两个受约束点组的多个组的多重包装问题, 以 $\ mathb{C} 美元为标准, 以 $\ mathb{R} 美元为标准, 任何点的点都可以在 $\ mathbrealbbbbb} 中处于交叉点。 与 common- demodalate e- demodeal codeal 类似, 在 rodeal demodeal demodeal romode romodeal demode code 中, romodeal 和 romodel romode 也由我们所知道 以各种 以 以 以 以 以 或以 以 以 或以 以 以 以 美元平均 美元为标准为最高级 。