A survey on risk-averse and robust revenue management

被引:46
作者
Goensch, Jochen [1 ]
机构
[1] Univ Duisburg Essen, Mercator Sch Management, Lotharstr 65, D-47057 Duisburg, Germany
关键词
Revenue management; Capacity control; Dynamic pricing; Risk-aversion; Robustness; VALUE-AT-RISK; CAPACITY CONTROL; STOCHASTIC-DOMINANCE; PERISHABLE ASSETS; PRICE CONTROL; OPTIMIZATION; MODEL; CHOICE; REGRET; MULTIPERIOD;
D O I
10.1016/j.ejor.2017.05.033
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
Many industries use revenue management to balance uncertain, stochastic demand and inflexible capacity. Popular examples include airlines, hotels, car rentals, retailing, and manufacturing. The classical revenue management approaches considered in theory and practice are based on two assumptions. First, demand - as the only uncertain variable - follows a known distribution and, second, risk-neutrality justifies the maximization of expected revenue. Recently, two related streams of literature emerged that do not need these assumptions. Research on risk-averse revenue management acknowledges that, in practice, many decision makers are risk-averse. Research on robust revenue management focuses worst-case scenarios without a known demand distribution, which is especially relevant for new and extremely unstable businesses. This paper motivates the consideration of risk-averse and robust revenue management. We briefly introduce revenue managements' two main methods - capacity control and dynamic pricing - in the classical, risk-neutral setting. Then, we provide an exhaustive review of the literature on risk-averse and robust capacity control and dynamic pricing. In doing so, the relevant decision criteria are briefly introduced. Finally, possible avenues for future research are outlined. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:337 / 348
页数:12
相关论文
共 110 条
[1]   Online algorithms: a survey [J].
Albers, S .
MATHEMATICAL PROGRAMMING, 2003, 97 (1-2) :3-26
[2]  
[Anonymous], 2015, Surveys in Operations Research and Management Science, DOI DOI 10.1016/J.SORMS.2015.03.001
[3]  
[Anonymous], 2004, Working Paper
[4]   Coherent measures of risk [J].
Artzner, P ;
Delbaen, F ;
Eber, JM ;
Heath, D .
MATHEMATICAL FINANCE, 1999, 9 (03) :203-228
[5]   Coherent multiperiod risk adjusted values and Bellman's principle [J].
Artzner, Philippe ;
Delbaen, Freddy ;
Eber, Jean-Marc ;
Heath, David ;
Ku, Hyejin .
ANNALS OF OPERATIONS RESEARCH, 2007, 152 (1) :5-22
[6]   Toward Robust Revenue Management: Competitive Analysis of Online Booking [J].
Ball, Michael O. ;
Queyranne, Maurice .
OPERATIONS RESEARCH, 2009, 57 (04) :950-963
[7]   Risk-sensitive capacity control in revenue management [J].
Barz, C. ;
Waldmann, K.-H. .
MATHEMATICAL METHODS OF OPERATIONS RESEARCH, 2007, 65 (03) :565-579
[8]  
Barz C., 2007, RISK AVERSE CAPACITY
[9]   APPLICATION OF A PROBABILISTIC DECISION-MODEL TO AIRLINE SEAT INVENTORY CONTROL [J].
BELOBABA, PP .
OPERATIONS RESEARCH, 1989, 37 (02) :183-197
[10]   DEMAND DRIVEN DISPATCH - A METHOD FOR DYNAMIC AIRCRAFT CAPACITY ASSIGNMENT, MODELS AND ALGORITHMS [J].
BERGE, ME ;
HOPPERSTAD, CA .
OPERATIONS RESEARCH, 1993, 41 (01) :153-168