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In this work, we present a comprehensive treatment of weighted random sampling (WRS) over data streams.
The Art of Computer Programming
D.E. Knuth · 1981
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A general purpose unequal probability sampling plan
M. T. Chao · 1982
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Faster methods for random sampling
Jeffrey Scott Vitter · 1984
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Random sampling with a reservoir
J.S. Vitter · 1985
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Non-Uniform Random Variate Generation
Luc Devroye · 1986
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Random Sampling from Databases
F. Olken · 1993
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Reservoir-sampling algorithms of time complexity o(n(1 + log(n/n)))
Kim-Hung Li · 1994
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On biased reservoir sampling in the presence of stream evolution
Charu C. Aggarwal · 2006
Cited alongside, same era.
Weighted random sampling with a reservoir
Pavlos S. Efraimidis and Paul G. Spirakis · 2006
Cited alongside, same era.
A priority random sampling algorithm for time-based sliding windows over weighted streaming data
Zhang Longbo, Li Zhanhuai, Zhao Yiqiang, Yu Min, and Zhang Yang · 2007
Cited alongside, same era.
Forward decay: A practical time decay model for streaming systems
Graham Cormode, Vladislav Shkapenyuk, Divesh Srivastava, and Bojian Xu · 2009
Cited alongside, same era.
Optimal sampling from distributed streams
Graham Cormode, S. Muthukrishnan, Ke Yi, and Qin Zhang · 2010
Cited alongside, same era.
A stream sampler for weighted random sampling
WRS
Cited in the paper.
Optimal random sampling from distributed streams revisited
Srikanta Tirthapura and David P. Woodruff · 2011
Closest in time.
Continuous sampling from distributed streams
Graham Cormode, S. Muthukrishnan, Ke Yi, and Qin Zhang · 2012
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Adaptive stratified reservoir sampling over heterogeneous data streams
Mohammed Al-Kateb and Byung Suk Lee · 2014
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The case for sampling on very large file systems
G. Goldberg, D. Harnik, and D. Sotnikov · 2014
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Independent range sampling
Xiaocheng Hu, Miao Qiao, and Yufei Tao · 2014
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