Building optimal regime-switching portfolios

被引:3
作者
Ciciretti, Vito
Bucci, Andrea [1 ,2 ]
机构
[1] Univ G dAnnunzio, Dept Econ, Pescara, Italy
[2] Viale Pindaro 42, Pescara, Italy
关键词
Portfolio optimization; Portfolio construction; Regime-switching; Eigenvector centrality; Graph theory; Hierarchical clustering; COVARIANCE-MATRIX; FREQUENCY; VOLATILITY; PRICES;
D O I
10.1016/j.najef.2022.101837
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
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.
引用
收藏
页数:12
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