The Johnson-Lindenstrauss lemma almost characterizes Hilbert space, but not quite
Functional Analysis
2008-07-29 v1 Computational Geometry
Metric Geometry
Abstract
Let be a normed space that satisfies the Johnson-Lindenstrauss lemma (J-L lemma, in short) in the sense that for any integer and any there exists a linear mapping , where is a linear subspace of dimension , such that for all . We show that this implies that is almost Euclidean in the following sense: Every -dimensional subspace of embeds into Hilbert space with distortion . On the other hand, we show that there exists a normed space which satisfies the J-L lemma, but for every there exists an -dimensional subspace whose Euclidean distortion is at least , where is the inverse Ackermann function.
Keywords
Cite
@article{arxiv.0807.1919,
title = {The Johnson-Lindenstrauss lemma almost characterizes Hilbert space, but not quite},
author = {William B. Johnson and Assaf Naor},
journal= {arXiv preprint arXiv:0807.1919},
year = {2008}
}