Abstract
We show that any L1 embedding of the transportation cost (a.k.a. Earthmover) metric on probability measures supported on the grid {0,1,..., n}2 ⊆ ℝ2 incurs distortion Ω (√log n). We also use Fourier analytic techniques to construct a simple L1 embedding of this space which has distortion O(log n).
Original language | English (US) |
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Pages (from-to) | 804-826 |
Number of pages | 23 |
Journal | SIAM Journal on Computing |
Volume | 37 |
Issue number | 3 |
DOIs | |
State | Published - 2007 |
Keywords
- Earthmover metric
- Metric embeddings
- Nearest neighbor search
ASJC Scopus subject areas
- General Computer Science
- General Mathematics