Range Counting over Multidimensional Data Streams |
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Authors: | Subhash Suri Csaba D. Toth Yunhong Zhou |
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Affiliation: | (1) Department of Computer Science, University of California, Santa Barbara, CA 93106, USA;(2) Department of Mathematics, Massachusetts Institute of Technology, Cambridge, MA 02139, USA;(3) Hewlett-Packard Laboratories, 1501 Page Mill Road, Palo Alto, CA 94304, USA |
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Abstract: | We consider the problem of approximate range counting over a stream of d-dimensional points. In the data stream model the algorithm makes a single scan of the data, which is presented in an arbitrary order, and computes a compact summary data structure. The summary, whose size depends on the approximation parameter ε, can be used to count the number of points inside a query range within additive error εn, where n is the size of the stream seen so far. We present several results, deterministic and randomized, for both rectangle and halfspace ranges. |
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