Universal Sketches for the Frequency Negative Moments and Other Decreasing Streaming Sums

Vladimir Braverman, Stephen R. Chestnut, Naveen Garg, Klaus Jansen, Anup Rao, José D. P. Rolim
2015
Given a stream with frequencies f d , for d ∈ [n], we characterize the space necessary for approximating the frequency negative moments F p = |f d | p , where p < 0 and the sum is taken over all items d ∈ [n] with nonzero frequency, in terms of n, , and m = |f d |. To accomplish this, we actually prove a much more general result. Given any nonnegative and nonincreasing function g, we characterize the space necessary for any streaming algorithm that outputs a (1± )-approximation to g(|f d |),
more » ... re again the sum is over items with nonzero frequency. The storage required is expressed in the form of the solution to a relatively simple nonlinear optimization problem, and the algorithm is universal for (1 ± )-approximations to any such sum where the applied function is nonnegative, nonincreasing, and has the same or smaller space complexity as g. This partially answers an open question of Nelson (IITK Workshop Kanpur, 2009).
doi:10.3929/ethz-b-000112083 fatcat:xmwgi3vgafhzheenstdp37tor4