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Labeled compression schemes for extremal classes

Abstract

It is a long-standing open problem whether there always exists a compression scheme whose size is of the order of the Vapnik-Chervonienkis (VC) dimension dd. Recently compression schemes of size exponential in dd have been found for any concept class of VC dimension dd. Previously size dd unlabeled compression scheme have been given for maximum classes, which are special concept classes whose size equals an upper bound due to Sauer-Shelah. We consider a natural generalization of the maximum classes called extremal classes. Their definition is based on a generalization of the Sauer-Shelah bound called the Sandwich Theorem which has applications in many areas of combinatorics. The key result of the paper is the construction of a labeled compression scheme for extremal classes of size equal to their VC dimension. We also give a number of open problems concerning the combinatorial structure of extremal classes and the existence of unlabeled compression schemes for them.

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