Application of copula and Copula-CVaR in the Multivariate portfolio optimization

被引:0
|
作者
Bai, Manying [1 ]
Sun, Lujie [1 ]
机构
[1] Beijing Univ Aeronaut & Astronaut, Sch Econ & Management, Beijing 100083, Peoples R China
基金
中国国家自然科学基金;
关键词
copula; CVaR; portfolio optimization; GARCH;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this article we resort to the copula theory and CVaR measures in the portfolio management, using copula function and copula-CVaR to design the portfolio optimization. We initially apply the three-dimensional Archimedean copula in the empirical study. After estimating the multi-dimensional copula, we use Monte Carlo method to generate the scenarios for the calculation of portfolio's variance and CVaR. Then we apply the minimum of copula based standard variance and CVaR as the objective function of the portfolio programming. The multivariate demonstration indicates that the copula theory and copula based CVaR method does better in the portfolio management than the normal hypothesis.
引用
收藏
页码:231 / +
页数:2
相关论文
共 50 条
  • [1] Copula-CVaR资产组合选择模型分析
    周义
    李梦玄
    [J]. 金融理论探索, 2010, (02) : 54 - 58
  • [2] Portfolio Optimization via Copula-EGARCH-CVaR Model
    Guo Wenjing
    Xu Shaoli
    [J]. RECENT ADVANCE IN STATISTICS APPLICATION AND RELATED AREAS, VOLS I AND II, 2009, : 1328 - 1335
  • [3] 基于Copula-CvaR的寿险资金投资风险研究
    邵梦倩
    杜子平
    [J]. 合作经济与科技, 2011, (07) : 68 - 69
  • [4] MODELING DEPENDENT FINANCIAL ASSETS BY DYNAMIC COPULA AND PORTFOLIO OPTIMIZATION BASED ON CVAR
    Kemaloglu, Sibel Acik
    Kara, Emel Kizilok
    [J]. COMMUNICATIONS FACULTY OF SCIENCES UNIVERSITY OF ANKARA-SERIES A1 MATHEMATICS AND STATISTICS, 2015, 64 (01): : 1 - 13
  • [5] 基于Copula-CVaR模型的股指期货套保比率度量
    杜红军
    王宗军
    [J]. 管理评论, 2013, 25 (04) : 68 - 76
  • [6] 基于Copula-CVaR组合模型的寿险公司整合风险测算
    于文倩
    郑慧
    [J]. 统计与决策, 2019, 35 (15) : 165 - 168
  • [7] 基于Copula-CVaR的农场利润与经济风险统计方法
    党荣
    [J]. 湖北农业科学, 2020, 59 (11) : 142 - 145
  • [8] AN IMPORTANCE SAMPLING METHOD FOR PORTFOLIO CVaR ESTIMATION WITH GAUSSIAN COPULA MODELS
    Huang, Pu
    Subramanian, Dharmashankar
    Xu, Jie
    [J]. PROCEEDINGS OF THE 2010 WINTER SIMULATION CONFERENCE, 2010, : 2790 - 2800
  • [9] Three-level market optimization model of virtual power plant with carbon capture equipment considering copula-CVaR theory
    Tan, Caixia
    Wang, Jing
    Geng, Shiping
    Pu, Lei
    Tan, Zhongfu
    [J]. ENERGY, 2021, 237
  • [10] 需求依赖于价格情境下基于Copula-CVaR的报童决策
    许民利
    李展
    [J]. 控制与决策, 2014, (06) : 1083 - 1090