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Contributions to the theory of stochastic programming | Mathematical Programming
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Two stochastic programming decision models are presented. In the first one, we use probabilistic constraints, and constraints involving conditional expectations further incorporate penalties into the objective. The probabilistic constraint prescribes a lower bound for the probability of simultaneous occurrence of events, the number of which can be infinite in which case stochastic processes are involved. The second one is a variant of the model: two-stage programming under uncertainty, where we require the solvability of the second stage problem only with a prescribed (high) probability. The theory presented in this paper is based to a large extent on recent results of the author concerning logarithmic concave measures.
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headline:Contributions to the theory of stochastic programming
description:Two stochastic programming decision models are presented. In the first one, we use probabilistic constraints, and constraints involving conditional expectations further incorporate penalties into the objective. The probabilistic constraint prescribes a lower bound for the probability of simultaneous occurrence of events, the number of which can be infinite in which case stochastic processes are involved. The second one is a variant of the model: two-stage programming under uncertainty, where we require the solvability of the second stage problem only with a prescribed (high) probability. The theory presented in this paper is based to a large extent on recent results of the author concerning logarithmic concave measures.
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Stochastic Process
Mathematical Method
Recent Result
Decision Model
Conditional Expectation
Calculus of Variations and Optimal Control; Optimization
Mathematics of Computing
Numerical Analysis
Combinatorics
Theoretical
Mathematical and Computational Physics
Mathematical Methods in Physics
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sameAs:https://doi.org/10.1007/BF01584661
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Stochastic Process
Mathematical Method
Recent Result
Decision Model
Conditional Expectation
Calculus of Variations and Optimal Control; Optimization
Mathematics of Computing
Numerical Analysis
Combinatorics
Theoretical
Mathematical and Computational Physics
Mathematical Methods in Physics
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