OFER NEIMAN

Senior Academic

On the impossibility of dimension reduction for doubling subsets of ℓp

Yair Bartal, Lee Ad Gottlieb, Ofer Neiman

A major open problem in the field of metric embedding is the existence of dimension reduction for n-point subsets of Euclidean space, such that both distortion and dimension depend only on the doubling constant of the pointset, and not on its cardinality. In this paper, we negate this possibility for ℓp spaces with p > 2. In particular, we introduce an n-point subset of ℓp with doubling constant O(1), and demonstrate that any embedding of the set into ℓpd with distortion D must have D ≥ Ω ((c log n/d 1/2-1/p Copyright is held by the owner/author(s).

Publication language English
Pages 60-66
Publication status Published - 01.01.2014

Keywords

Dimension reduction
Doubling metrics
Embedding

ASJC Scopus subject areas

Theoretical Computer Science
Geometry and Topology
Computational Mathematics
Access to Document
10.1145/2582112.2582170
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Link to publication in Scopus