TY - JOUR
T1 - The Johnson-Lindenstrauss lemma almost characterizes Hilbert space, but not quite
AU - Johnson, William B.
AU - Naor, Assaf
N1 - Funding Information:
Research of A. Naor supported in part by NSF grants DMS-0528387, CCF-0635078, and CCF-0832795, BSF grant 2006009, and the Packard Foundation.
Funding Information:
Research of W.B. Johnson supported in part by NSF grants DMS-0503688 and DMS-0528358.
PY - 2010/4
Y1 - 2010/4
N2 - Let X be a normed space that satisfies the Johnson-Lindenstrauss lemma (J-L lemma, in short) in the sense that for any integer n and any x1,...,xn∈X, there exists a linear mapping L:X→F, where F⊆X is a linear subspace of dimension O(log n), such that {double pipe}xi-xj{double pipe}≤{double pipe}L(xi)-L(xj){double pipe}≤O(1){dot operator}{double pipe}xi-xj{double pipe} for all i,j∈{1,...,n}. We show that this implies that X is almost Euclidean in the following sense: Every n-dimensional subspace of X embeds into Hilbert space with distortion,. On the other hand, we show that there exists a normed space Y which satisfies the J-L lemma, but for every n, there exists an n-dimensional subspace En⊆Y whose Euclidean distortion is at least 2Ω(α(n)), where α is the inverse Ackermann function.
AB - Let X be a normed space that satisfies the Johnson-Lindenstrauss lemma (J-L lemma, in short) in the sense that for any integer n and any x1,...,xn∈X, there exists a linear mapping L:X→F, where F⊆X is a linear subspace of dimension O(log n), such that {double pipe}xi-xj{double pipe}≤{double pipe}L(xi)-L(xj){double pipe}≤O(1){dot operator}{double pipe}xi-xj{double pipe} for all i,j∈{1,...,n}. We show that this implies that X is almost Euclidean in the following sense: Every n-dimensional subspace of X embeds into Hilbert space with distortion,. On the other hand, we show that there exists a normed space Y which satisfies the J-L lemma, but for every n, there exists an n-dimensional subspace En⊆Y whose Euclidean distortion is at least 2Ω(α(n)), where α is the inverse Ackermann function.
KW - Dimension reduction
KW - Johnson-Lindenstrauss lemma
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U2 - 10.1007/s00454-009-9193-z
DO - 10.1007/s00454-009-9193-z
M3 - Article
AN - SCOPUS:77950521029
SN - 0179-5376
VL - 43
SP - 542
EP - 553
JO - Discrete and Computational Geometry
JF - Discrete and Computational Geometry
IS - 3
ER -