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The traditional requirement for a randomized streaming algorithm is just {\em one-shot}, i.e., algorithm should be correct (within the stated $\eps$-error bound) at the end of the stream.
Probabilistic counting algorithms for data base applications
P. Flajolet and G. N. Martin · 1985
Earlier work this paper cites.
The space complexity of approximating the frequency moments
N. Alon, Y. Matias, and M. Szegedy · 1999
Earlier work this paper cites.
Tabulation based 4-universal hashing with applications to second moment estimation
M. Thorup and Y. Zhang · 2004
Cited alongside, same era.
On the exact space complexity of sketching and streaming small norms
D. M. Kane, J. Nelson, and D. P. Woodruff · 2010
Cited alongside, same era.
Beating the direct sum theorem in communication complexity with implications for sketching
M. Molinaro, D. P. Woodruff, and G. Yaroslavtsev · 2013
Later among the works it cites.
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