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Two-Stage Stochastic Programs

Wim Stefanus Ackooij and Welington Luis de Oliveira
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Wim Stefanus Ackooij: Électricité de France (EDF R&D)
Welington Luis de Oliveira: Mines Paris - PSL

Chapter Chapter 15 in Methods of Nonsmooth Optimization in Stochastic Programming, 2025, pp 457-470 from Springer

Abstract: Abstract By relying on the theory presented in Chap. 7 , this chapter focuses on two-stage stochastic optimization problems and two-stage decomposition to formulate a non-smooth optimization model so that the cutting-plane and bundle method algorithms from Chaps. 10 , 11 , and 13 can be efficiently deployed. The chapter extensively discusses how to set up appropriate black boxes (oracles) to satisfy the required conditions by those algorithms. A particular emphasis is given to inexact oracles of lower and upper types that permit solving general two-stage stochastic optimization models efficiently.

Keywords: Stochastic programming with recourse; Decomposition; Oracles (search for similar items in EconPapers)
Date: 2025
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Persistent link: https://EconPapers.repec.org/RePEc:spr:isochp:978-3-031-84837-7_15

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DOI: 10.1007/978-3-031-84837-7_15

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