Extending the Risk Parity Approach to Higher Moments: Is There Any Value Added?

被引:6
作者
Baitinger, Eduard [1 ]
Dragosch, Andre [1 ]
Topalova, Anastasia [1 ]
机构
[1] FERI Trust GmbH, Bad Homburg, Germany
关键词
MAXIMUM DIVERSIFICATION; PORTFOLIO SELECTION; DISTRIBUTIONS;
D O I
10.3905/jpm.2017.43.2.024
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
The popular risk parity approach is based on volatility as the sole risk measure and therefore lacks the consideration of tail risk. This fact makes risk parity portfolios vulnerable to tail events. In this article, the authors address this issue by showing how higher-risk-moment terms can be consistently incorporated into risk parity optimization. In addition, they present a novel optimization approach in which optimal moment weightings (preferences) in the risk parity optimization are imputed from the data. In a broad-based empirical out-of-sample study and simulation analysis, the authors find superior performance of higher-moment risk parity portfolios when the underlying data exhibit significant higher moments and co-moments. According to the authors, this makes higher-moment risk parity portfolios ideal candidates for worst-case regimes. © 2017, Institutional Investor, Inc. All rights reserved.
引用
收藏
页码:24 / 36
页数:13
相关论文
共 27 条
[1]   On the normal inverse Gaussian stochastic volatility model [J].
Andersson, J .
JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 2001, 19 (01) :44-54
[2]   Leverage Aversion and Risk Parity [J].
Asness, Clifford S. ;
Frazzini, Andrea ;
Pedersen, Lasse H. .
FINANCIAL ANALYSTS JOURNAL, 2012, 68 (01) :47-59
[3]  
Athayde G.M.D., 2003, ADV PORTFOLIO CONSTR, P243
[4]  
Baitinger E., 2014, NEUE ANSATZE QUANTIT
[5]  
Baitinger E., 2015, CREDIT CAPITAL MARKE, V48, P89
[6]   Transaction costs and predictability: some utility cost calculations [J].
Balduzzi, P ;
Lynch, AW .
JOURNAL OF FINANCIAL ECONOMICS, 1999, 52 (01) :47-78
[7]   EXPONENTIALLY DECREASING DISTRIBUTIONS FOR LOGARITHM OF PARTICLE-SIZE [J].
BARNDORFFNIELSEN, O .
PROCEEDINGS OF THE ROYAL SOCIETY OF LONDON SERIES A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 1977, 353 (1674) :401-419
[8]  
BARNDORFFNIELSEN O, 1978, SCAND J STAT, V5, P151
[9]   Normal inverse Gaussian distributions and stochastic volatility modelling [J].
BarndorffNielsen, OE .
SCANDINAVIAN JOURNAL OF STATISTICS, 1997, 24 (01) :1-13
[10]   Risk Parity Portfolio vs. Other Asset Allocation Heuristic Portfolios [J].
Chaves, Denis ;
Hsu, Jason ;
Li, Feifei ;
Shakernia, Omid .
JOURNAL OF INVESTING, 2011, 20 (01) :108-118