EN
Optimal Portfolio Allocation with Elliptical and Mixed Copulas
Abstract
This research aims to investigate the asset allocation performance of three different optimization methods commonly applied in the literature for a portfolio composed of univariate returns generated from Mixed and Elliptic copulas instead of historical data. As a result, returns of five equities traded at the BIST30 index of the Turkish Stock Market were obtained. Dynamics of the univariate return series are modelled with GARCH processes with Student-t distributed innovations. Following the marginal modelling, a five-dimensional dependence structure between the series is modelled with Elliptical and Mixed copulas. From the fitted Mixed and Elliptical copula functions, daily returns of the equities are simulated which are employed by the specified optimization methods in order to find out methodology specific optimal portfolio allocations. Performance of the constructed optimal portfolios are compared according to varying risk and reward to variability ratios yielding results especially in favor of the Mixed and Student t copulas. The main contribution of this research is to be able to fill the gap in the literature on the out-of-sample portfolio allocation performance of copula functions where there are still fewer papers compared to the dependency modelling or the in-sample portfolio allocation performance of copulas.
Keywords
Thanks
The authors would like to thank Borsa Istanbul A.Ş. for supplying the raw research data.
References
- Acerbi, C., & Tasche, D. (2002). On the coherence of expected shortfall. Journal of Banking & Finance, 26(7), 1487-1503. doi:10.1016/S0378-4266(02)00283-2 google scholar
- Bacon, C. R. (2008). Practical Portfolio Performance Measurement and Attribution (Vol. 546): John Wiley & Sons. google scholar
- Bawa, V. S., & Lindenberg, E. B. (1977). Capital market equilibrium in a mean-lower partial moment frame-work. Journal of Financial Economics, 5(2), 189-200. doi:10.1016/0304-405X(77)90017-4 google scholar
- Billio, M., Frattarolo, L., & Guegan, D. (2022). High-Dimensional Radial Symmetry of Copula Functions: Multiplier Bootstrap vs. Randomization. Symmetry, 14(1), 97. google scholar
- Bollerslev, T. (1986). Generalized Autoregressive Conditional Heteroskedasticity. Journal of Econometrics, 31, 307-327. google scholar
- Clayton, D. G. (1978). A model for association in bivariate life tables and its application in epidemiological studies of familial tendency in chronic disease incidence. Biometrika, 65(1), 141-151. google scholar
- Demarta, S., & McNeil, A. J. (2005). The t Copula and Related Copulas. International Statistical Review, 73(1), 111-129. doi:10.1111/j.1751-5823.2005.tb00254.x google scholar
- Elton, E. J., Gruber, M. J., & Padberg, M. W. (1978). Simple Criteria for Optimal Portfolio Selection: Tracing Out the Efficient Frontier. The Journal of Finance, 33(1), 296-302. doi:10.2307/2326368 google scholar
Details
Primary Language
English
Subjects
Business Administration
Journal Section
Research Article
Publication Date
December 30, 2023
Submission Date
December 18, 2021
Acceptance Date
October 28, 2022
Published in Issue
Year 2023 Volume: 52 Number: 3
APA
Özgür, C., & Sarıkovanlık, V. (2023). Optimal Portfolio Allocation with Elliptical and Mixed Copulas. Istanbul Business Research, 52(3), 461-480. https://doi.org/10.26650/ibr.2023.52.1038219
AMA
1.Özgür C, Sarıkovanlık V. Optimal Portfolio Allocation with Elliptical and Mixed Copulas. IBR. 2023;52(3):461-480. doi:10.26650/ibr.2023.52.1038219
Chicago
Özgür, Cemile, and Vedat Sarıkovanlık. 2023. “Optimal Portfolio Allocation With Elliptical and Mixed Copulas”. Istanbul Business Research 52 (3): 461-80. https://doi.org/10.26650/ibr.2023.52.1038219.
EndNote
Özgür C, Sarıkovanlık V (December 1, 2023) Optimal Portfolio Allocation with Elliptical and Mixed Copulas. Istanbul Business Research 52 3 461–480.
IEEE
[1]C. Özgür and V. Sarıkovanlık, “Optimal Portfolio Allocation with Elliptical and Mixed Copulas”, IBR, vol. 52, no. 3, pp. 461–480, Dec. 2023, doi: 10.26650/ibr.2023.52.1038219.
ISNAD
Özgür, Cemile - Sarıkovanlık, Vedat. “Optimal Portfolio Allocation With Elliptical and Mixed Copulas”. Istanbul Business Research 52/3 (December 1, 2023): 461-480. https://doi.org/10.26650/ibr.2023.52.1038219.
JAMA
1.Özgür C, Sarıkovanlık V. Optimal Portfolio Allocation with Elliptical and Mixed Copulas. IBR. 2023;52:461–480.
MLA
Özgür, Cemile, and Vedat Sarıkovanlık. “Optimal Portfolio Allocation With Elliptical and Mixed Copulas”. Istanbul Business Research, vol. 52, no. 3, Dec. 2023, pp. 461-80, doi:10.26650/ibr.2023.52.1038219.
Vancouver
1.Cemile Özgür, Vedat Sarıkovanlık. Optimal Portfolio Allocation with Elliptical and Mixed Copulas. IBR. 2023 Dec. 1;52(3):461-80. doi:10.26650/ibr.2023.52.1038219