Multivariate dependence and portfolio optimization algorithms under illiquid market scenarios

被引:37
作者
Al Janabi, Mazin A. M. [1 ]
Hernandez, Jose Arreola [2 ]
Berger, Theo [3 ]
Duc Khuong Nguyen [4 ]
机构
[1] Tecnol Monterrey, EGADE Business Sch, Santa Fe Campus, Mexico City, DF, Mexico
[2] Tecnol Monterrey, Sch Business Humanities & Social Sci, Campus Morelia, Morelia, Michoacan, Mexico
[3] Univ Bremen, Dept Business Adm, D-28359 Bremen, Germany
[4] IPAG Business Sch, IPAG Lab, 184 Blvd St Germain, F-75006 Paris, France
关键词
Finance; Dynamic copulas; LVaR; Dependence structure; Portfolio optimization algorithm; VALUE-AT-RISK; DYNAMIC CONDITIONAL CORRELATION; LIQUIDITY RISK; COPULA-GARCH; SHORT-SALES; OIL PRICES; SELECTION; MANAGEMENT; ALLOCATION; VARIANCE;
D O I
10.1016/j.ejor.2016.11.019
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
We propose a model for optimizing structured portfolios with liquidity-adjusted Value-at-Risk (LVaR) constraints, whereby linear correlations between assets are replaced by the multivariate nonlinear dependence structure based on Dynamic conditional correlation t-copula modeling. Our portfolio optimization algorithm minimizes the LVaR function under adverse market circumstances and multiple operational and financial constraints. When considering a diversified portfolio of international stock and commodity market indices under multiple realistic portfolio optimization scenarios, the obtained results consistently show the superiority of our approach, relative to other competing portfolio strategies including the minimum-variance, risk-parity and equally weighted portfolio allocations. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:1121 / 1131
页数:11
相关论文
共 57 条
[41]   Canonical vine copulas in the context of modern portfolio management: Are they worth it? [J].
Low, Rand Kwong Yew ;
Alcock, Jamie ;
Faff, Robert ;
Brailsford, Timothy .
JOURNAL OF BANKING & FINANCE, 2013, 37 (08) :3085-3099
[42]   Why do security prices change? A transaction-level analysis of NYSE stocks [J].
Madhavan, A ;
Richardson, M ;
Roomans, M .
REVIEW OF FINANCIAL STUDIES, 1997, 10 (04) :1035-1064
[43]   The Properties of Equally Weighted Risk Contribution Portfolios [J].
Maillard, Sebastien ;
Roncalli, Thierry ;
Teiletche, Jerome .
JOURNAL OF PORTFOLIO MANAGEMENT, 2010, 36 (04) :60-70
[44]   Global minimum variance portfolio optimisation under some model risk: A robust regression-based approach [J].
Maillet, Bertrand ;
Tokpavi, Sessi ;
Vaucher, Benoit .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2015, 244 (01) :289-299
[45]   PORTFOLIO SELECTION [J].
Markowitz, Harry .
JOURNAL OF FINANCE, 1952, 7 (01) :77-91
[46]  
Palaro H.P., 2006, J DATA SCI, V4, P93, DOI [10.6339/JDS.2006.04(1).226, DOI 10.6339/JDS.2006.04(1).226]
[47]   Modelling asymmetric exchange rate dependence [J].
Patton, AJ .
INTERNATIONAL ECONOMIC REVIEW, 2006, 47 (02) :527-556
[49]  
ROCH A, 2013, INT J THEORETICAL AP, V16, P1
[50]   Conditional value-at-risk for general loss distributions [J].
Rockafellar, RT ;
Uryasev, S .
JOURNAL OF BANKING & FINANCE, 2002, 26 (07) :1443-1471