A recent line of work on VC set systems in minor-free (undirected) graphs, starting from Li and Parter, who constructed a new VC set system for planar graphs, has given surprising algorithmic results. In this work, we initialize a more systematic study of VC set systems for minor-free graphs and their applications in both undirected graphs and directed graphs (a.k.a digraphs). More precisely: - We propose a new variant of Li-Parter set system for undirected graphs. - We extend our set system to $K_h$-minor-free digraphs and show that its VC dimension is $O(h^2)$. - We show that the system of directed balls in minor-free digraphs has VC dimension at most $h-1$. - On the negative side, we show that VC set system constructed from shortest path trees of planar digraphs does not have a bounded VC dimension. The highlight of our work is the results for digraphs, as we are not aware of known algorithmic work on constructing and exploiting VC set systems for digraphs.
翻译:最近关于VC集合在无小图中的工作线, 起源于Li和Parter提出了一种新的适用于平面图的VC集合系统,取得了出乎意料的算法结果。在本文中,我们在无小图中系统地研究了VC集合系统及其在无向图和有向图中的应用。具体来说:- 我们提出了Li-Parter集合系统的新变体,适用于非有向图(undirected graphs)。- 我们将这个集合系统扩展到K_h-小图无向图中,并证明其VC维度为O(h2)。- 我们证明了无小图中的有向球体的集合系统的VC维度最多为h-1。- 在负面方面,我们证明了从平面有向图的最短路径树构造的VC集合系统没有有界的VC维度。我们的工作亮点是针对有向图的结果,因为我们不知道已有的构建和利用VC集合系统的算法工作是否适用于有向图。