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Titlebook: Stochastic Optimization; Algorithms and Appli Stanislav Uryasev,Panos M. Pardalos Book 2001 Springer Science+Business Media Dordrecht 2001

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Optimizing electricity distribution using two-stage integer recourse models, hospitals and greenhouses, whereas the future demand for electricity is uncertain. The price of electricity obtained from the power plants depends on quota that are to be determined in a yearly contract, whereas the (given) contracts with small generators contain various constraints on switching them on or off.
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Consistency of Statistical Estimators: the Epigraphical View,lity measures are jointly considered to analyze the asymptotic behaviour of statistical functionals. The twofold role is key in deriving consistency for a wide class of statistical estimators which includes most of the cases of interest.
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Output analysis for approximated stochastic programs,underlying “true” decision problem. However, without an additional analysis, the obtained output (the optimal value and optimal solutions of the approximated stochastic program) should not be used to replace the sought solution of the “true” problem. Methods of output analysis have to be tailored to
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Monte Carlo Methods for Discrete Stochastic Optimization,: . methods, where the expectation in the objective function is replaced by a sample average approximation and the resulting deterministic problem is solved, and . techniques, in which the objective function is replaced, at each iteration, by a sample average approximation. For the former approach,
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