论文标题

轴平行盒的VC维度

The VC-Dimension of Axis-Parallel Boxes on the Torus

论文作者

Gillibert, Pierre, Lachmann, Thomas, Müllner, Clemens

论文摘要

我们在本文中表明,$ d $二维轴平行的盒子和$ d $尺寸的圆盘上的VC维数都是渐近的$ d \ log_2(d)$。这尤其令人惊讶,因为在类似的设置中,风险投资量通常会用$ d $线性增长。

We show in this paper that the VC-dimension of the family of $d$-dimensional axis-parallel boxes and cubes on the $d$-dimensional torus are both asymptotically $d \log_2(d)$. This is especially surprising as the VC-dimension usually grows linearly with $d$ in similar settings.

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