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» Estimating Entropy over Data Streams
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ESA
2006
Springer
81views Algorithms» more  ESA 2006»
13 years 8 months ago
Estimating Entropy over Data Streams
Lakshminath Bhuvanagiri, Sumit Ganguly
ESCAPE
2007
Springer
266views Algorithms» more  ESCAPE 2007»
13 years 10 months ago
CR-precis: A Deterministic Summary Structure for Update Data Streams
We present deterministic sub-linear space algorithms for a number of problems over update data streams, including, estimating frequencies of items and ranges, finding approximate ...
Sumit Ganguly, Anirban Majumder
IM
2006
13 years 4 months ago
Estimating Entropy and Entropy Norm on Data Streams
We consider the problem of computing information theoretic functions such as entropy on a data stream, using sublinear space. Our first result deals with a measure we call the &quo...
Amit Chakrabarti, Khanh Do Ba, S. Muthukrishnan
CORR
2008
Springer
127views Education» more  CORR 2008»
13 years 4 months ago
A Very Efficient Scheme for Estimating Entropy of Data Streams Using Compressed Counting
Compressed Counting (CC) was recently proposed for approximating the th frequency moments of data streams, for 0 < 2. Under the relaxed strict-Turnstile model, CC dramaticall...
Ping Li
IMC
2007
ACM
13 years 6 months ago
A data streaming algorithm for estimating entropies of od flows
Entropy has recently gained considerable significance as an important metric for network measurement. Previous research has shown its utility in clustering traffic and detecting ...
Haiquan (Chuck) Zhao, Ashwin Lall, Mitsunori Ogiha...