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Sauer–Shelah lemma : ウィキペディア英語版
Sauer–Shelah lemma

In combinatorial mathematics and extremal set theory, the Sauer–Shelah lemma states that every family of sets with small VC dimension consists of a small number of sets. It is named after Norbert Sauer and Saharon Shelah, who published it independently of each other in 1972.〔.〕〔.〕 The same result was also published slightly earlier and again independently, by Vladimir Vapnik and Alexey Chervonenkis, after whom the VC dimension is named.〔.〕 In his paper containing the lemma, Shelah gives credit also to Micha Perles, and for this reason the lemma has also been called the Perles–Sauer–Shelah lemma.〔.〕
Buzaglo et al. call this lemma "one of the most fundamental results on VC-dimension",〔 and it has applications in many areas. Sauer's motivation was in the combinatorics of set systems, while Shelah's was in model theory and that of Vapnik and Chervonenkis was in statistics. It has also been applied in discrete geometry〔.〕 and graph theory.〔.〕
==Definitions and statement==
If \mathcal=\ is a family of sets, and T is another set, then T is said to be shattered by \mathcal if every subset of T (including the empty set and T itself) can be obtained as an intersection T\cap S_i between T and a set in the family. The VC dimension of \mathcal is the largest cardinality of a set shattered by \mathcal.
In terms of these definitions, the Sauer–Shelah lemma states that if \mathcal is a family of sets with n distinct elements such that
|\mathcal| > \sum_^ } , then \mathcal shatters a set of size k. Equivalently, if the VC dimension of \mathcal is k, then \mathcal can consist of at most \sum_^ } =O(n^k) sets.
The bound of the lemma is tight: there exists a family \mathcal with |\mathcal| = \sum_^ } that does not shatter any set of size k. Namely, let \mathcal be the family of all subsets of \ that have cardinality less than k.〔.〕

抄文引用元・出典: フリー百科事典『 ウィキペディア(Wikipedia)
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