This paper introduces a novel portfolio optimization method, the Clustered Minimum Spanning Tree Nested Optimization, capable of overcoming the limitations of classical asset allocation, such as instability and over-concentration of portfolio weights, and providing a defensive mechanism against the enhanced systematic risk during high-volatility periods. To do so, we follow a graph theory and clustering-based multi-step approach that accounts also for volatility regime switches. In a bootstrapping setup, we show that our approach produces well -diversified and stable portfolios outperforming the competing methods in terms of risk-adjusted performance while curtailing tail risk by achieving lower portfolio kurtosis.
机构:
Univ Hong Kong, Dept Stat & Actuarial Sci, Hong Kong, Hong Kong, Peoples R ChinaUniv Hong Kong, Dept Stat & Actuarial Sci, Hong Kong, Hong Kong, Peoples R China
Fu, Jun
Wei, Jiaqin
论文数: 0引用数: 0
h-index: 0
机构:
Macquarie Univ, Dept Appl Finance & Actuarial Studies, Fac Business & Econ, Sydney, NSW 2109, AustraliaUniv Hong Kong, Dept Stat & Actuarial Sci, Hong Kong, Hong Kong, Peoples R China
Wei, Jiaqin
Yang, Hailiang
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Dept Stat & Actuarial Sci, Hong Kong, Hong Kong, Peoples R ChinaUniv Hong Kong, Dept Stat & Actuarial Sci, Hong Kong, Hong Kong, Peoples R China
机构:
E China Normal Univ, Sch Finance & Stat, Shanghai 200241, Peoples R ChinaE China Normal Univ, Sch Finance & Stat, Shanghai 200241, Peoples R China
Wei, Jiaqin
Wang, Rongming
论文数: 0引用数: 0
h-index: 0
机构:
E China Normal Univ, Sch Finance & Stat, Shanghai 200241, Peoples R ChinaE China Normal Univ, Sch Finance & Stat, Shanghai 200241, Peoples R China
Wang, Rongming
Yang, Hailiang
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Dept Stat & Actuarial Sci, Hong Kong, Hong Kong, Peoples R ChinaE China Normal Univ, Sch Finance & Stat, Shanghai 200241, Peoples R China
机构:
Cent Univ Finance & Econ, Sch Insurance, Beijing 100081, Peoples R China
Hong Kong Polytech Univ, Dept Appl Math, Kowloon, Hong Kong, Peoples R ChinaCent Univ Finance & Econ, Sch Insurance, Beijing 100081, Peoples R China
Liu, Jingzhen
Yiu, Ka-Fai Cedric
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Dept Appl Math, Kowloon, Hong Kong, Peoples R ChinaCent Univ Finance & Econ, Sch Insurance, Beijing 100081, Peoples R China
Yiu, Ka-Fai Cedric
Siu, Tak Kuen
论文数: 0引用数: 0
h-index: 0
机构:
City Univ London, Cass Business Sch, London EC1V 0HB, England
Macquarie Univ, Fac Business & Econ, Dept Appl Finance & Actuarial Studies, Sydney, NSW 2109, AustraliaCent Univ Finance & Econ, Sch Insurance, Beijing 100081, Peoples R China