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Unlabeled Compression Schemes Exceeding the VC-dimension

2018/11/29 by Pálvölgyi, Dömötör, Tardos, Gábor · 1 citation
#Combinatorics (math.CO) #Discrete Mathematics (cs.DM) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG)

paper · doi:10.48550/arxiv.1811.12471

Abstract

In this note we disprove a conjecture of Kuzmin and Warmuth claiming that every family whose VC-dimension is at most d admits an unlabeled compression scheme to a sample of size at most d. We also study the unlabeled compression schemes of the joins of some families and conjecture that these give a larger gap between the VC-dimension and the size of the smallest unlabeled compression scheme for them.

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