Bounds for two-stage stochastic programs with fixed recourse

Bounds for two-stage stochastic programs with fixed recourse

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Article ID: iaor1995756
Country: United States
Volume: 19
Issue: 2
Start Page Number: 292
End Page Number: 313
Publication Date: May 1994
Journal: Mathematics of Operations Research
Authors: ,
Keywords: stochastic processes
Abstract:

This paper develops upper and lower bounds on two-stage stochastic linear programs using limited moment information. The case considered is when both the right-hand side as well as the objective coefficients of the second stage problem are random. Random variables are allowed to have arbitrary multivariate probability distributions with bounded support. First, upper and lower bounds are obtained using first and cross moments, from which bounds using only first moments are developed. The bounds are shown to solve the respective general moment problems.

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