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Embedding the diamond graph inLpand dimension reduction inL1
Authors:James R. Lee and Assaf Naor
Affiliation:(1) Computer Science Division, University of California at Berkeley, 94720-3840 Berkeley, CA, USA;(2) Microsoft Research, One Microsoft Way, Redmont, WA 98103-6399, USA
Abstract:We show that any embedding of the level k diamond graph ofNewman and Rabinovich [NR] into Lp, 1 < p le 2, requires distortion atleast $$ sqrt{k(p-1) + 1} $$. An immediate corollary is that there exist arbitrarilylarge n-point sets $$ X subseteq L_1 $$ such that any D-embedding of X into $$ ell^d_1 $$ requires$$ d geq n^{Omega(1/D^2)} $$. This gives a simple proof of a recent result of Brinkmanand Charikar [BrC] which settles the long standing question of whetherthere is an L1 analogue of the Johnson-Lindenstrauss dimension reductionlemma [JL].
Keywords:((no given))
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