Algorithms for handling CVaR constraints in dynamic stochastic programming models with applications to finance

被引:13
作者
Fabian, Csaba I. [1 ,2 ]
Veszpremi, Anna [3 ]
机构
[1] Eotvos Lorand Univ, Dept Operat Res, H-1117 Budapest, Hungary
[2] Kecskemet Coll, Inst Informat Technol, H-6000 Kecskemet, Hungary
[3] Eotvos Lorand Univ, Dept Algorithms & Applicat, H-1117 Budapest, Hungary
来源
JOURNAL OF RISK | 2008年 / 10卷 / 03期
关键词
D O I
10.21314/JOR.2008.175
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
We propose dual decomposition and solution schemes for multistage CVaR-constrained problems. These schemes meet the need for handling multiple CVaR constraints for different time frames and at different confidence levels. Hence they allow shaping distributions according to the decision-maker's preferences. With minor modifications, the proposed schemes call be used to decompose further types of risk constraints in portfolio management problems. We consider integrated chance constraints, second-order stochastic dominance constraints and constraints involving a special value of information risk measure. We also suggest an application to further financial problems. We propose a dynamic risk-constrained optimization model for option pricing. Moreover, we propose special mid-term constraints for use in asset liability management.
引用
收藏
页码:111 / 131
页数:21
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