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» Stochastic Optimization Algorithms

208

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WIOPT
2011
IEEE

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Network utility maximization over partially observable Markovian channels

14 years 10 months ago

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Abstract—This paper considers maximizing throughput utility in a multi-user network with partially observable Markov ON/OFF channels. Instantaneous channel states are never known...

Chih-Ping Li, Michael J. Neely

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198

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TACAS
2004
Springer

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Numerical vs. Statistical Probabilistic Model Checking: An Empirical Study

16 years 7 days ago

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Numerical analysis based on uniformisation and statistical techniques based on sampling and simulation are two distinct approaches for transient analysis of stochastic systems. We ...

Håkan L. S. Younes, Marta Z. Kwiatkowska, Ge...

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210

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SADM
2010

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Data reduction in classification: A simulated annealing based projection method

15 years 1 months ago

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This paper is concerned with classifying high dimensional data into one of two categories. In various settings, such as when dealing with fMRI and microarray data, the number of v...

Tian Siva Tian, Rand R. Wilcox, Gareth M. James

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155

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STOC
2006
ACM

109views Algorithms» more STOC 2006»

The DLT priority sampling is essentially optimal

16 years 7 months ago