Newsvendor solutions via conditional value-at-risk minimization

被引:184
|
作者
Gotoh, Jun-ya [1 ]
Takano, Yuichi [1 ]
机构
[1] Univ Tsukuba, Grad Sch Syst & Informat Engn, Tsukuba, Ibaraki 3058573, Japan
关键词
risk management; newsvendor problem; conditional value-at-risk (CVaR); mean-risk model; convex optimization;
D O I
10.1016/j.ejor.2006.03.022
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
In this paper, we consider the minimization of the conditional value-at-risk (CVaR), a most preferable risk measure in financial risk management, in the context of the well-known single-period newsvendor problem, which is originally formulated as the maximization of the expected profit or the minimization of the expected cost. We show that downside risk measures including the CVaR are tractable in the problem due to their convexity, and consequently, under mild assumptions on the probability distribution of products' demand, we provide analytical solutions or linear programming (LP) formulation of the minimization of the CVaR measures defined with two different loss functions. Numerical examples are also exhibited, clarifying the difference among the models analyzed in this paper, and demonstrating the efficiency of the LP solutions. (c) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:80 / 96
页数:17
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