Newsvendor solutions via conditional value-at-risk minimization

被引:188
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
相关论文
共 17 条
[2]   Coherent measures of risk [J].
Artzner, P ;
Delbaen, F ;
Eber, JM ;
Heath, D .
MATHEMATICAL FINANCE, 1999, 9 (03) :203-228
[3]   THE RISK-AVERSE (AND PRUDENT) NEWSBOY [J].
EECKHOUDT, L ;
GOLLIER, C ;
SCHLESINGER, H .
MANAGEMENT SCIENCE, 1995, 41 (05) :786-794
[4]  
FISHBURN PC, 1977, AM ECON REV, V67, P116
[5]   The single-period (news-vendor) problem: literature review and suggestions for future research [J].
Khouja, M .
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 1999, 27 (05) :537-553
[6]  
KOTTAS JF, 1980, J OPER RES SOC, V31, P393, DOI 10.1057/jors.1980.72
[7]   MAXIMIZING THE PROBABILITY OF ACHIEVING A TARGET PROFIT IN A 2-PRODUCT NEWSBOY PROBLEM [J].
LAU, AHL ;
LAU, HS .
DECISION SCIENCES, 1988, 19 (02) :392-408
[9]   PORTFOLIO SELECTION [J].
Markowitz, Harry .
JOURNAL OF FINANCE, 1952, 7 (01) :77-91
[10]   Dual stochastic dominance and related mean-risk models [J].
Ogryczak, W ;
Ruszczynski, A .
SIAM JOURNAL ON OPTIMIZATION, 2002, 13 (01) :60-78