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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Gupta, A. Krauthgamer, R. Lee, J.R. |
| Copyright Year | 2003 |
| Description | Author affiliation: Dept. of Comput. Sci., Carnegie Mellon Univ., Pittsburgh, PA, USA (Gupta, A.) |
| Abstract | The doubling constant of a metric space (X, d) is the smallest value /spl lambda/ such that every ball in X can be covered by /spl lambda/ balls of half the radius. The doubling dimension of X is then defined as dim (X) = log/sub 2//spl lambda/. A metric (or sequence of metrics) is called doubling precisely when its doubling dimension is bounded. This is a robust class of metric spaces which contains many families of metrics that occur in applied settings. We give tight bounds for embedding doubling metrics into (low-dimensional) normed spaces. We consider both general doubling metrics, as well as more restricted families such as those arising from trees, from graphs excluding a fixed minor, and from snowflaked metrics. Our techniques include decomposition theorems for doubling metrics, and an analysis of a fractal in the plane according to T. J. Laakso (2002). Finally, we discuss some applications and point out a central open question regarding dimensionality reduction in L/sub 2/. |
| Sponsorship | IEEE Comput. Soc. Tech. Soc. on Found. Comput |
| Starting Page | 534 |
| Ending Page | 543 |
| File Size | 396081 |
| Page Count | 10 |
| File Format | |
| ISBN | 0769520405 |
| ISSN | 02725428 |
| DOI | 10.1109/SFCS.2003.1238226 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2003-10-11 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Extraterrestrial measurements Computer science Tree graphs Geometry Robustness Fractals Algorithm design and analysis Combinatorial mathematics Power generation Graph theory |
| Content Type | Text |
| Resource Type | Article |
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