A Multiproduct Risk-Averse Newsvendor with Law-Invariant Coherent Measures of Risk

被引:78
作者
Choi, Sungyong [1 ]
Ruszczynski, Andrzej [2 ]
Zhao, Yao [3 ]
机构
[1] Nanyang Technol Univ, Div Syst & Engn Management, Singapore 639798, Singapore
[2] Rutgers State Univ, Dept Management Sci & Informat Syst, Piscataway, NJ 08854 USA
[3] Rutgers State Univ, Dept Supply Chain Management & Mkt Sci, Newark, NJ 07102 USA
关键词
STOCHASTIC-DOMINANCE; PORTFOLIO OPTIMIZATION; INVENTORY MODELS; NEWSBOY PROBLEM;
D O I
10.1287/opre.1100.0896
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
We consider a multiproduct risk-averse newsvendor under the law-invariant coherent measures of risk. We first establish several fundamental properties of the model regarding the convexity of the problem, the symmetry of the solution, and the impact of risk aversion. Specifically, we show that for identical products with independent demands, increased risk aversion leads to decreased orders. For a large but finite number of heterogeneous products with independent demands, we derive closed-form approximations for the optimal order quantities. The approximations are as simple to compute as the classical risk-neutral solutions. We also show that the risk-neutral solution is asymptotically optimal as the number of products tends to be infinity, and thus risk aversion has no impact in the limit. For a risk-averse newsvendor with dependent demands, we show that positively (negatively) dependent demands lead to lower (higher) optimal order quantities than independent demands. Using a numerical study, we examine the convergence rates of the approximations and develop additional insights into the interplay between dependent demands and risk aversion.
引用
收藏
页码:346 / 364
页数:19
相关论文
共 66 条
[1]  
AGRALI S, 2006, SINGLE PERIOD STOCHA
[2]  
Agrawal V., 2000, Manufacturing & Service Operations Management, V2, P410, DOI 10.1287/msom.2.4.410.12339
[3]  
Agrawal V, 2000, IIE TRANS, V32, P819, DOI 10.1080/07408170008967441
[4]   Coherent risk measures in inventory problems [J].
Ahmed, Shabbir ;
Cakmak, Ulas ;
Shapiro, Alexander .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2007, 182 (01) :226-238
[5]   A note on natural risk statistics [J].
Ahmed, Shabbir ;
Filipovic, Damir ;
Svindland, Gregor .
OPERATIONS RESEARCH LETTERS, 2008, 36 (06) :662-664
[6]  
[Anonymous], 2008, Stochastic Finance
[7]  
[Anonymous], 2009, Lectures on stochastic programming: modeling and theory
[9]   Coherent measures of risk [J].
Artzner, P ;
Delbaen, F ;
Eber, JM ;
Heath, D .
MATHEMATICAL FINANCE, 1999, 9 (03) :203-228
[10]  
Bonnans J.F., 2013, PERTURBATION ANAL OP