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Mining discriminative items in multiple data streams

โœ Scribed by Zhenhua Lin; Bin Jiang; Jian Pei; Daxin Jiang


Publisher
Springer
Year
2010
Tongue
English
Weight
600 KB
Volume
13
Category
Article
ISSN
1386-145X

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โœ Moses Charikar; Kevin Chen; Martin Farach-Colton ๐Ÿ“‚ Article ๐Ÿ“… 2004 ๐Ÿ› Elsevier Science ๐ŸŒ English โš– 232 KB

We present a 1-pass algorithm for estimating the most frequent items in a data stream using limited storage space. Our method relies on a data structure called a COUNT SKETCH, which allows us to reliably estimate the frequencies of frequent items in the stream. Our algorithm achieves better space bo