Optimal asset allocation using a combination of implied and historical information

被引:1
作者
Cheang, Chi Wan [1 ]
Olmo, Jose [1 ,2 ]
Ma, Tiejun [3 ]
Sung, Ming-Chien [3 ]
McGroarty, Frank [3 ]
机构
[1] Univ Southampton, Dept Econ, Southampton, Hants, England
[2] Univ Zaragoza, Dept Econ Anal, Zaragoza, Spain
[3] Univ Southampton, Southampton Business Sch, Southampton, Hants, England
基金
“创新英国”项目; 英国工程与自然科学研究理事会;
关键词
Asset allocation; Implied volatility; Historical volatility; Realized variance; Sharpe ratio; INVESTOR SENTIMENT; VOLATILITY; RISK;
D O I
10.1016/j.irfa.2019.101419
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
This paper investigates the contribution of option-implied information for strategic asset allocation for individuals with minimum-variance preferences and portfolios with a variety of assets. We propose a covariance matrix that exploits a mixture of historical and option-implied information. Implied variance measures are proposed for those assets for which option-implied information is available. Historical variance and correlation measures are applied to the remaining assets. The performance of this novel approach for constructing optimal investment portfolios is assessed out-of-sample using statistical and economic measures. An empirical application to a sophisticated portfolio comprised by a combination of equities, fixed income, alternative securities and cash deposits shows that implied variance measures with risk premium correction outperform variance measures constructed from historical data and implied variance without correction. This result is robust across investment portfolios, volatility and portfolio performance metrics, and rebalancing schemes.
引用
收藏
页数:14
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