Local Global Tradeoffs in Metric Embeddings

M. Charikar, K. Makarychev, Yury Makarychev
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引用次数: 41

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.
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度量嵌入中的局部全局权衡
假设度量空间X中的每k个点都是可嵌入到lscr 1中的d失真。我们给出了将整个空间X嵌入lscr 1所需的失真的上下界。这是一个自然的数学问题,也是由图划分问题的提升和投影方法得到的松弛的研究所激发的。在这个设置中,我们展示了X可以以O(D乘以log(|X|/k))的失真嵌入到lscr 1中。此外,我们给出了一个下界,表明当D与i有界时,这个结果是紧密的。对于D = 1 +,我们给出了一个下界(log(|X|/k/ log(1/delta)));对于D = 1,我们给出了(log |X|/(log k +log log |X))的下界。我们的界限明显改善了Arora, Jjovdsz, Newman, Rabani, Rabinovich和Vempala的结果,他们发起了对这些问题的研究。
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