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» Updating Probabilities with Data and Moments
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CORR
2007
Springer
87views Education» more  CORR 2007»
13 years 7 months ago
Updating Probabilities with Data and Moments
Adom Giffin, Ariel Caticha
CORR
2011
Springer
158views Education» more  CORR 2011»
13 years 2 months ago
Polynomial Estimators for High Frequency Moments
We present an algorithm for computing Fp, the pth moment of an n-dimensional frequency vector of a data stream, for p > 2, to within 1 ± factors, ∈ (0, 1] with high constant...
Sumit Ganguly
CORR
2010
Springer
72views Education» more  CORR 2010»
13 years 7 months ago
Fast Moment Estimation in Data Streams in Optimal Space
We give a space-optimal algorithm with update time O(log2 (1/) log log(1/)) for (1
Daniel M. Kane, Jelani Nelson, Ely Porat, David P....
APPROX
2004
Springer
108views Algorithms» more  APPROX 2004»
14 years 25 days ago
Estimating Frequency Moments of Data Streams Using Random Linear Combinations
The problem of estimating the kth frequency moment Fk for any nonnegative k, over a data stream by looking at the items exactly once as they arrive, was considered in a seminal pap...
Sumit Ganguly
STOC
2005
ACM
143views Algorithms» more  STOC 2005»
14 years 7 months ago
Optimal approximations of the frequency moments of data streams
We give a 1-pass ~O(m1-2/k )-space algorithm for computing the k-th frequency moment of a data stream for any real k > 2. Together with the lower bounds of [1, 2, 4], this reso...
Piotr Indyk, David P. Woodruff