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Metric Embeddings with Relaxed Guarantees (2005)
| Content Provider | CiteSeerX |
|---|---|
| Author | Gupta, Anupam Bartal, Yair Abraham, Ittai Slivkins, Aleksandrs Kleinberg, Jon Neiman, Ofer Dhamdhere, Kedar Chan, T.-H. Hubert |
| Description | IN PROC. 46TH IEEE SYMP. ON FOUNDATIONS OF COMPUTER SCIENCE |
| Abstract | We consider the problem of embedding finite metrics with slack: we seek to produce embeddings with small dimension and distortion while allowing a (small) constant fraction of all distances to be arbitrarily distorted. This definition is motivated by recent research in the networking community, which achieved striking empirical success at embedding Internet latencies with low distortion into low-dimensional Euclidean space, provided that some small slack is allowed. Answering an open question of Kleinberg, Slivkins, and Wexler [29], we show that provable guarantees of this type can in fact be achieved in general: any finite metric can be embedded, with constant slack and constant distortion, into constant-dimensional Euclidean space. We then show that there exist stronger embeddings into # 1 which exhibit gracefully degrading distortion: these is a single embedding into # 1 that achieves distortion at most O(log ) on all but at most an # fraction of distances, simultaneously for all #>0. We extend this with distortion O(log to maps into general # p , p 1 for several classes of metrics, including those with bounded doubling dimension and those arising from the shortest-path metric of a graph with an excluded minor. Finally, we show that many of our constructions are tight, and give a general technique to obtain lower bounds for #-slack embeddings from lower bounds for low-distortion embeddings. |
| File Format | |
| Publisher Date | 2005-01-01 |
| Access Restriction | Open |
| Subject Keyword | Constant Slack Networking Community Finite Metric Low-distortion Embeddings Metric Embeddings Small Dimension Low Distortion Small Slack Constant Fraction Constant Distortion Provable Guarantee Single Embedding Slack Embeddings Internet Latency Constant-dimensional Euclidean Space Low-dimensional Euclidean Space Empirical Success Relaxed Guarantee |
| Content Type | Text |
