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) |
|---|---|
| Pages (from-to) | 804-826 |
| Number of pages | 23 |
| Journal | SIAM Journal on Computing |
| Volume | 37 |
| Issue number | 3 |
| DOIs | |
| State | Published - 2007 |
| Externally published | Yes |
All Science Journal Classification (ASJC) codes
- General Computer Science
- General Mathematics
Keywords
- Earthmover metric
- Metric embeddings
- Nearest neighbor search
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