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ROBUST CONDITIONAL VALUE-AT-RISK OPTIMIZATION FOR ASYMMETRICALLY DISTRIBUTED ASSET RETURNS

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成果类型:
期刊论文
作者:
Dai, Zhifeng*;Li, Donghui;Wen, Fenghua
通讯作者:
Dai, Zhifeng
作者机构:
[Dai, Zhifeng] Changsha Univ Sci & Technol, Coll Math & Computat Sci, Changsha 410114, Hunan, Peoples R China.
[Dai, Zhifeng] Hunan Univ, Coll Math & Econometr, Changsha 410082, Hunan, Peoples R China.
[Li, Donghui] S China Normal Univ, Sch Math Sci, Guangzhou 510631, Guangdong, Peoples R China.
[Wen, Fenghua] Changsha Univ Sci & Technol, Coll Econometr & Management, Changsha 410114, Hunan, Peoples R China.
通讯机构:
[Dai, Zhifeng] C
Changsha Univ Sci & Technol, Coll Math & Computat Sci, Changsha 410114, Hunan, Peoples R China.
语种:
英文
关键词:
portfolio optimization;conditional value at risk (CVaR);robust optimization;linear programming (LP);second-order cone programming (SOCP)
期刊:
PACIFIC JOURNAL OF OPTIMIZATION
ISSN:
1348-9151
年:
2012
卷:
8
期:
3
页码:
429-445
基金类别:
Ministry of Education of ChinaMinistry of Education, China [309023]; NSF of ChinaNational Natural Science Foundation of China (NSFC) [11071087, 71171024, 70971013]; Humanities and Social Sciences project of the Ministry of Education of China: Agent-based financial fragility theory of modeling and simulation research [12YJC790027]; Scientific Research Fund of Hunan Provincial Education DepartmentHunan Provincial Education Department
机构署名:
本校为第一且通讯机构
院系归属:
经济与管理学院
数学与统计学院
摘要:
In this paper, based on the robust optimization techniques Chen et al. [9], we propose a computationally tractable robust optimization method for minimizing the CVaR of a portfolio. The remarkable characteristic of the new method is that the robust optimization model retains the complexity of original portfolio optimization problem, i.e., the robust counterpart problem is still a linear programming problem. Moreover, it takes into consideration asymmetries in the distributions of returns. We present some numerical experiments with simulated and...

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