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Modeling Residual-Geometric Flow Sampling

delete2013-08-01
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王小明 封面图
王小明 (Xiaoming Wang) *
李
李小勇 (Xiaoyong Li)
D
Dmitri Loguinov
DOI:10.1109/TNET.2012.2231435delete
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摘要

摘要

En 中文
Traffic monitoring and estimation of flow parameters in high-speed routers have recently become challenging as the Internet grew in both scale and complexity. In this paper, we focus on a family of flow-size estimation algorithms we call Residual-Geometric Sampling (RGS), which generates a random point within each flow according to a geometric random variable and records all remaining packets in a flow counter. Our analytical investigation shows that previous estimation algorithms based on this method exhibit bias in recovering flow statistics from the sampled measurements. To address this problem, we derive a novel set of unbiased estimators for RGS, validate them using real Internet traces, and show that they provide an accurate and scalable solution to Internet traffic monitoring.
Keyword:
Flow-size estimation
traffic sampling
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期刊

I
IEEE-ACM Transactions on Networking
IF:
3.6
论文数:
4.4K
被引数:
9.5K

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A
amazon.com
学者数:
698
论文数: 505
被引数: 8
T
Texas A&M University System
学者数:
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论文数: 4.0W
被引数: 4.0K
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