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Multi-embedding and path approximation of metric spaces

Published: 12 January 2003 Publication History

Abstract

Metric embeddings have become a frequent tool in the design of algorithms. The applicability is often dependent on how high the embedding's distortion is. For example embedding into ultrametrics (or arbitrary trees) requires linear distortion. Using probabilistic metric embeddings, the bound reduces to O(log nlog logn). Yet, the lower bound is still logarithmic.We make a step further in the direction of bypassing this difficulty. We define "multi-embeddings" of metric spaces where a point is mapped onto a set of points, while keeping the target metric being of polynomial size and preserving the distortion of paths. The distortion obtained with such multi-embeddings into ultrametrics is at most O(log Δ log log Δ) where δ is the (normalized) diameter, and probabilistically O(log n log log log n). In particular, for expander graphs, we are able to obtain constant distortions embeddings into trees vs. the Ω(logn) lower bound for all previous notions of embeddings.We demonstrate the algorithmic application of the new embeddings by obtaining improvements for two well-known problems: group Steiner tree and metrical task systems.

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Cited By

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  • (2007)Embedding metrics into ultrametrics and graphs into spanning trees with constant average distortionProceedings of the eighteenth annual ACM-SIAM symposium on Discrete algorithms10.5555/1283383.1283437(502-511)Online publication date: 7-Jan-2007
  • (2006)Ramsey-type theorems for metric spaces with applications to online problemsJournal of Computer and System Sciences10.1016/j.jcss.2005.05.00872:5(890-921)Online publication date: 1-Aug-2006
  • (2003)Integrality ratio for group Steiner trees and directed steiner treesProceedings of the fourteenth annual ACM-SIAM symposium on Discrete algorithms10.5555/644108.644155(275-284)Online publication date: 12-Jan-2003
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cover image ACM Conferences
SODA '03: Proceedings of the fourteenth annual ACM-SIAM symposium on Discrete algorithms
January 2003
891 pages
ISBN:0898715385

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Society for Industrial and Applied Mathematics

United States

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Published: 12 January 2003

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Overall Acceptance Rate 411 of 1,322 submissions, 31%

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View all
  • (2007)Embedding metrics into ultrametrics and graphs into spanning trees with constant average distortionProceedings of the eighteenth annual ACM-SIAM symposium on Discrete algorithms10.5555/1283383.1283437(502-511)Online publication date: 7-Jan-2007
  • (2006)Ramsey-type theorems for metric spaces with applications to online problemsJournal of Computer and System Sciences10.1016/j.jcss.2005.05.00872:5(890-921)Online publication date: 1-Aug-2006
  • (2003)Integrality ratio for group Steiner trees and directed steiner treesProceedings of the fourteenth annual ACM-SIAM symposium on Discrete algorithms10.5555/644108.644155(275-284)Online publication date: 12-Jan-2003
  • (2003)Polylogarithmic inapproximabilityProceedings of the thirty-fifth annual ACM symposium on Theory of computing10.1145/780542.780628(585-594)Online publication date: 9-Jun-2003
  • (2003)On metric ramsey-type phenomenaProceedings of the thirty-fifth annual ACM symposium on Theory of computing10.1145/780542.780610(463-472)Online publication date: 9-Jun-2003
  • (2003)A tight bound on approximating arbitrary metrics by tree metricsProceedings of the thirty-fifth annual ACM symposium on Theory of computing10.1145/780542.780608(448-455)Online publication date: 9-Jun-2003

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