English

The Johnson-Lindenstrauss lemma almost characterizes Hilbert space, but not quite

Functional Analysis 2008-07-29 v1 Computational Geometry Metric Geometry

Abstract

Let XX be a normed space that satisfies the Johnson-Lindenstrauss lemma (J-L lemma, in short) in the sense that for any integer nn and any x1,,xnXx_1,\ldots,x_n\in X there exists a linear mapping L:XFL:X\to F, where FXF\subseteq X is a linear subspace of dimension O(logn)O(\log n), such that xixjL(xi)L(xj)O(1)xixj\|x_i-x_j\|\le\|L(x_i)-L(x_j)\|\le O(1)\cdot\|x_i-x_j\| for all i,j{1,,n}i,j\in \{1,\ldots, n\}. We show that this implies that XX is almost Euclidean in the following sense: Every nn-dimensional subspace of XX embeds into Hilbert space with distortion 22O(logn)2^{2^{O(\log^*n)}}. On the other hand, we show that there exists a normed space YY which satisfies the J-L lemma, but for every nn there exists an nn-dimensional subspace EnYE_n\subseteq Y whose Euclidean distortion is at least 2Ω(α(n))2^{\Omega(\alpha(n))}, where α\alpha 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}
}