Shattering-extremal set systems of small VC-dimension

preprint2012arXivOpen access

Abstract

We say that a set system F⊆2[n]\mathcal{F}\subseteq 2^{[n]} shatters a given set S⊆[n]S\subseteq [n] if 2S=F∩S:F∈F2^S={F \cap S : F \in \mathcal{F}}. The Sauer inequality states that in general, a set system F\mathcal{F} shatters at least ∣F∣|\mathcal{F}| sets. Here we concentrate on the case of equality. A set system is called shattering-extremal if it shatters exactly ∣F∣|\mathcal{F}| sets. We characterize shattering extremal set systems of Vapnik-Chervonenkis dimension 1 in terms of their inclusion graphs. Also from the perspective of extremality, we relate set systems of bounded Vapnik-Chervonenkis dimension to their projections.

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