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Cristian Estan |
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Comparison between multistage filters and sketches for finding heavy hitters
Cristian Estan
UCSD technical report CS2004-0784, April 2004
The purpose of this write-up is to compare multistage filters and sketches with respect to their ability to identify heavy hitters. In a nutshell, the conclusion is that multistage filters as I use them identify heavy hitters with less memory than sketches, but some sketches support important other operations, more specifically they can be added and subtracted without any need to re-read the data stream(s).
Paper in PDF and Postscript.
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