622 search results - page 21 / 125 » Stochastic programming approach to optimization under uncert... |
JMLR
2006
14 years 11 months ago
2006
We propose a novel second order cone programming formulation for designing robust classifiers which can handle uncertainty in observations. Similar formulations are also derived f...
CCE
2006
14 years 11 months ago
2006
The class of stochastic nonlinear programming (SNLP) problems is important in optimization due to the presence of nonlinearity and uncertainty in many applications, including thos...
126
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MOR
2007
14 years 11 months ago
2007
Real-world networks often need to be designed under uncertainty, with only partial information and predictions of demand available at the outset of the design process. The field ...
100
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CDC
2008
IEEE
15 years 6 months ago
2008
IEEE
— This paper addresses the computational overhead involved in probabilistic reachability computations for a general class of controlled stochastic hybrid systems. An approximate ...
114
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INFORMATICALT
2010
14 years 6 months ago
2010
Abstract. In stochastic programming and decision analysis, an important issue consists in the approximate representation of the multidimensional stochastic underlying process in th...