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Improving aggregation bounds for two-stage stochastic programs

Operations Research Letters, 1999
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Rosa, Charles H., Takriti, Samer
openaire   +1 more source

Risk Aversion in Two-Stage Stochastic Integer Programming

2010
Some recent developments in the area of risk aversion in stochastic integer programming are surveyed. After a discussion of modeling guidelines and resulting mean–risk stochastic integer programs emphasis is placed on structural properties of these optimization problems and on algorithms for their solution. Bibliographical notes conclude the Chapter.
openaire   +2 more sources

Solving two-stage stochastic integer programs via representation learning

Neural Networks
Solving stochastic integer programs (SIPs) is extremely intractable due to the high computational complexity. To solve two-stage SIPs efficiently, we propose a conditional variational autoencoder (CVAE) for scenario representation learning. A graph convolutional network (GCN) based VAE embeds scenarios into a low-dimensional latent space, conditioned ...
Yaoxin Wu   +3 more
openaire   +2 more sources

Stochastic decomposition for risk-averse two-stage stochastic linear programs

Journal of Global Optimization
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Prasad Parab   +2 more
openaire   +2 more sources

Stability in two-stage multiobjective stochastic programming

Nonlinear Analysis: Theory, Methods & Applications, 2001
openaire   +1 more source

Detection methods for stochastic gravitational-wave backgrounds: a unified treatment

Living Reviews in Relativity, 2017
Joseph D Romano, Neil Cornish
exaly  

Stochastic Gravity: Theory and Applications

Living Reviews in Relativity, 2008
Bei Lok Hu, Enric Verdaguer
exaly  

Two-Stage Stochastic Programs

Wim Stefanus van Ackooij   +1 more
openaire   +1 more source

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