Title :
Local Global Tradeoffs in Metric Embeddings
Author :
Charikar, Moses ; Makarychev, Konstantin ; Makarychev, Yury
Author_Institution :
Princeton Univ., Princeton
Abstract :
Suppose that every k points in a metric space X are D-distortion embeddable into lscr 1. We give upper and lower bounds on the distortion required to embed the entire space X into lscr 1. This is a natural mathematical question and is also motivated by the study of relaxations obtained by lift-and-project methods for graph partitioning problems. In this setting, we show that X can be embedded into lscr 1 with distortion O(D times log(|X|/k)). Moreover, we give a lower bound showing that this result is tight if D is bounded away from I. For D = 1 + delta we give a lower bound of Omega(log(|X|/k/ log( 1/delta)); and for D = 1, we give a lower bound of Omega( log |X|/(log k +log log | X|)). Our bounds significantly improve on the results of Arora, Jjovdsz, Newman, Rabani, Rabinovich and Vempala, who initiated a study of these questions.
Keywords :
distortion; graph theory; mathematical analysis; D-distortion; X distortion; graph partitioning pmblems; lift-and-project methods; local global tradeoffs; mathematical question; metric embeddings; metric space; Application software; Approximation algorithms; Computer science; Embedded computing; Engineering profession; Extraterrestrial measurements; Mathematical programming; Partitioning algorithms;
Conference_Titel :
Foundations of Computer Science, 2007. FOCS '07. 48th Annual IEEE Symposium on
Conference_Location :
Providence, RI
Print_ISBN :
978-0-7695-3010-9
DOI :
10.1109/FOCS.2007.64