A Method for Portfolio Selection Based on Joint Probability of Co-Movement of Multi-Assets
- 1 School of Systems Science, Beijing Normal University, Beijing, China
Abstract
This paper presents a method of portfolio selection for reducing co-related risks. Differing from the Markowitz’s mean-variance framework, we use the joint probability of co-movement of multi-assets (JPCM) as a measure of risks, and under the condition of minimizing the JPCM, we pinpoint the optimal portfolio by optimizing the JPCM matrix of paired assets. At the same time, we use the shape parameter of generalized error distribution (GED) to measure the tail shapes of different portfolios. The empirical results for China’s stock market show that the JPCM portfolios significantly outperform naive-diversified portfolios (1/N-rule) and minimum-variance (MV) in terms of the tail shape of portfolio distribution.
- Markowitz, H. (1952) Portfolio Selection. Journal of Finance, 7, 77-91.
- Fan, J., Fan, Y. and Lv, J. (2008) High Dimensional Covariance Matrix Estimation Using a Factor Model. Journal of Econometrics, 147, 186-197. https://doi.org/10.1016/j.jeconom.2008.09.017
- Black, F. and Litterman, R. (1992) Global Portfolio Optimization. Financial Analysts Journal, 48, 28-43. https://doi.org/10.2469/faj.v48.n5.28
- Roon, F.A.D., Nijman, T.E. and Werker, B.J.M. (2001) Testing for Mean-Variance Spanning with Short Sales Constraints and Transaction Costs: The Case of Emerging Markets. Journal of Finance, 56, 721-742. https://doi.org/10.1111/0022-1082.00343
- Goldfarb, D. and Iyengar, G. (2003) Robust Portfolio Selection Problems. Mathematics of Operations Research, 28, 1-38. https://doi.org/10.1287/moor.28.1.1.14260
- Jagannathan, R. and Ma, T. (2003) Risk Reduction in Large Portfolios: Why Imposing the Wrong Constraints Helps. Journal of Finance, 58, 1651-1684. https://doi.org/10.1111/1540-6261.00580
- Fan, J., Zhang, J. and Yu, K. (2008) Asset Allocation and Risk Assessment with Gross Exposure Constraints for Vast Portfolios. SSRN Working Paper 1307423. https://doi.org/10.2139/ssrn.1307423
- Colon, J.A. (2013) Is Your Covariance Matrix Still Relevant? An Asset Allocation-Based Analysis of Dynamic Volatility Models. SSRN Working Paper 2226033.
- Bessler, W., Opfer, H. and Wolff, D. (2017) Multi-Asset Portfolio Optimization and Out-of-Sample Performance: An Evaluation of Black–Litterman, Mean-Variance, and Naïve Diversification Approaches. The European Journal of Finance, 23, 1-30. https://doi.org/10.1080/1351847X.2014.953699
- Becker, F., Gürtler, M. and Hibbeln, M. (2015) Markowitz versus Michaud: Portfolio Optimization Strategies Reconsidered. The European Journal of Finance, 21, 269-291. https://doi.org/10.1080/1351847X.2013.830138
- Pfiffelmann, M., Roger, T. and Bourachnikova, O. (2016).When Behavioral Portfolio Theory Meets Markowitz Theory. Economic Modelling, 53, 419-435. https://doi.org/10.1016/j.econmod.2015.10.041
- Mandelbrot, B.B. (1963) The Variation of Certain Speculative Prices. The Journal of Business, 36, 394-394. https://doi.org/10.1086/294632
- Fama, E.F. (1965) The Behavior of Stock-Market Prices. Journal of Business, 38, 34-105. https://doi.org/10.1086/294743