Efficient Sketches for Earth-Mover Distance, with Applications
DownloadAndoni-2009-Efficient Sketches for Earth-Mover Distance, with Applications.pdf (267.4Kb)
PUBLISHER_POLICY
Publisher Policy
Article is made available in accordance with the publisher's policy and may be subject to US copyright law. Please refer to the publisher's site for terms of use.
Terms of use
Metadata
Show full item recordAbstract
We provide the first sub-linear sketching algorithm for estimating the planar Earth-Mover Distance with a constant approximation. For sets living in the two-dimensional grid [Δ][superscript 2], we achieve space ΔE for approximation O(1/E), for any desired 0 < E < 1. Our sketch has immediate applications to the streaming and nearest neighbor search problems.
Date issued
2010-03Department
Massachusetts Institute of Technology. Department of Electrical Engineering and Computer ScienceJournal
50th Annual IEEE Symposium on Foundations of Computer Science, 2009. FOCS '09
Publisher
Institute of Electrical and Electronics Engineers
Citation
Andoni, A. et al. “Efficient Sketches for Earth-Mover Distance, with Applications.” Foundations of Computer Science, 2009. FOCS '09. 50th Annual IEEE Symposium on. 2009. 324-330. © 2010 Institute of Electrical and Electronics Engineers.
Version: Final published version
Other identifiers
INSPEC Accession Number: 11207133
ISSN
0272-5428
Keywords
Earth-Mover Distance, embedding, sketching, streaming