Association Journal of CSIAM
Supervised by Ministry of Education of PRC
Sponsored by Xi'an Jiaotong University
ISSN 1005-3085  CN 61-1269/O1

Chinese Journal of Engineering Mathematics ›› 2019, Vol. 36 ›› Issue (2): 198-218.doi: 10.3969/j.issn.1005-3085.2019.02.007

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Stability of Multistage Stochastic Programs with Quadratic Objective Functions

JIANG Jie,   CHEN Zhi-ping   

  1. School of Mathematics and Statistics, Xi'an Jiaotong University, Xi'an 710049
  • Received:2018-11-06 Accepted:2019-02-25 Online:2019-04-15 Published:2019-06-15
  • Supported by:
    The National Natural Science Foundation of China (11571270); the World-Class Universities and the Characteristic Development Guidance Funds for the Central Universities (PY3A058).

Abstract: Multistage stochastic programs can properly describe complex long-term decision-making problems under uncertainty. We study the quantitative stability of multistage stochastic programs with quadratic objective functions under perturbations of the underlying stochastic processes, which extend the current results for the linear objective functions. We first derive the upper bounds of feasible solutions through parametric programming theories. In order to obtain the Lipschitz continuities of recourse functions, we assume the continuity of the conditional distributions under the Fortet-Mourier metric. With these preparations, we finally establish the Lipschitz continuity of the optimal value function. Our quantitative stability results do not rely on the filtration distance.

Key words: multistage stochastic programming,  , quadratic objective function,  , quantitative stability, Lipschitz continuity

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