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The Space Complexity of Approximating the Frequency Moments

โœ Scribed by Noga Alon; Yossi Matias; Mario Szegedy


Publisher
Elsevier Science
Year
1999
Tongue
English
Weight
172 KB
Volume
58
Category
Article
ISSN
0022-0000

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โœฆ Synopsis


The frequency moments of a sequence containing m i elements of type i, 1 i n, are the numbers F k = n i=1 m k i . We consider the space complexity of randomized algorithms that approximate the numbers F k , when the elements of the sequence are given one by one and cannot be stored. Surprisingly, it turns out that the numbers F 0 , F 1 , and F 2 can be approximated in logarithmic space, whereas the approximation of F k for k 6 requires n 0(1) space. Applications to data bases are mentioned as well.


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