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
相关论文
共 50 条
  • [1] On the newsvendor model with conditional Value-at-Risk of opportunity loss
    Xu, Xinsheng
    Meng, Zhiqing
    Ji, Ping
    Dang, Chuangyin
    Wang, Hongwei
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2016, 54 (08) : 2449 - 2458
  • [2] Risk-sensitive learning via minimization of empirical conditional value-at-risk
    Kashima, Hisashi
    [J]. IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2007, E90D (12) : 2043 - 2052
  • [3] Wholesale Price for Supply Chain Coordination via Conditional Value-at-Risk Minimization
    Wang, Chuanxu
    [J]. INFORMATION TECHNOLOGY FOR MANUFACTURING SYSTEMS, PTS 1 AND 2, 2010, : 88 - 93
  • [4] The max–min newsvendor pricing problem under conditional value-at-risk criterion
    Wenyou Wang
    Yao Yang
    Sirong Luo
    [J]. Flexible Services and Manufacturing Journal, 2024, 36 : 71 - 102
  • [5] Tradeoff between expected reward and conditional value-at-risk criterion in newsvendor models
    Xu, Minghui
    Chen, Frank Y.
    [J]. 2007 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT, VOLS 1-4, 2007, : 1553 - +
  • [6] Analysis of Conditional Value-at-Risk for Newsvendor with Holding and Backorder Cost under Market Search
    LI Jianbin1
    2. Academy of Mathematics and Systems Science
    3. School of Economics and Management
    [J]. Wuhan University Journal of Natural Sciences, 2007, (06) : 979 - 984
  • [7] Optimal decisions when balancing expected profit and conditional value-at-risk in newsvendor models
    Minghui Xu
    Jianbin Li
    [J]. Journal of Systems Science and Complexity, 2010, 23 : 1054 - 1070
  • [8] The max-min newsvendor pricing problem under conditional value-at-risk criterion
    Wang, Wenyou
    Yang, Yao
    Luo, Sirong
    [J]. FLEXIBLE SERVICES AND MANUFACTURING JOURNAL, 2024, 36 (01) : 71 - 102
  • [9] OPTIMAL DECISIONS WHEN BALANCING EXPECTED PROFIT AND CONDITIONAL VALUE-AT-RISK IN NEWSVENDOR MODELS
    Xu, Minghui
    Li, Jianbin
    [J]. JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY, 2010, 23 (06) : 1054 - 1070
  • [10] Conditional Value-at-Risk Approximation to Value-at-Risk Constrained Programs: A Remedy via Monte Carlo
    Hong, L. Jeff
    Hu, Zhaolin
    Zhang, Liwei
    [J]. INFORMS JOURNAL ON COMPUTING, 2014, 26 (02) : 385 - 400