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Robust portfolio optimization using Bayesian methods

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dc.creator Carmona Espejo, Diego Felipe
dc.creator Gamboa Hidalgo, Jhonatan
dc.date 2022-12-14
dc.date.accessioned 2023-03-27T17:38:33Z
dc.date.available 2023-03-27T17:38:33Z
dc.identifier https://revistas.uexternado.edu.co/index.php/odeon/article/view/8490
dc.identifier 10.18601/17941113.n21.05
dc.identifier.uri https://biblioteca-repositorio.clacso.edu.ar/handle/CLACSO/230373
dc.description In this paper we implemented a Bayesian robust optimization model to select an optimal investment portfolio. To do that, we extended the model developed by Meucci, which consists of incorporating the Bayesian approach into the robust portfolio model in order to define an ellipsoidal-type uncertainty set under an Inverse Wishart Distribution. Thus, the uncertainty of the estimated parameters for create the robust counterpart in the portfolio model. The proposed model uses a Gamma distribution function, as a generalization of the Wishart func­tion. Results confirm Meucci’s conclusions and, it corroborates the properties attributed to those portfolios. en-US
dc.description En este artículo se implementa un modelo de optimización robusta bayesiana para la selección óptima de un portafolio de inversión. Para ello, se extiende el modelo desarrollado por Meucci, que consiste en la incorporación del enfoque bayesiano al modelo de portafolio robusto para definir el conjunto de incerti­dumbre de tipo elipsoidal, bajo una distribución Wishart inversa. De esta for­ma, se incorpora la incertidumbre de los parámetros estimados para crear la contraparte robusta en el modelo de portafolio. El modelo propuesto utiliza una función de distribución Gamma, como generalización de la función Wishart. Los resultados confirman las conclusiones de Meucci y corroboran las propiedades atribuidas a este tipo de portafolios. es-ES
dc.format application/pdf
dc.language spa
dc.publisher Universidad Externado de Colombia es-ES
dc.relation https://revistas.uexternado.edu.co/index.php/odeon/article/view/8490/13078
dc.relation /*ref*/Avramov, D. y Zhou, G. (2010). Bayesian portfolio analysis. Annual Review of Financial Economics, 2(1), 25-47. https://faculty.runi.ac.il/davramov/paper10.pdf
dc.relation /*ref*/Bade, A., Frahm, G. y Jaekel, U. (2009). A general approach to Bayesian portfolio optimization. Mathematical Methods of Operations Research, 70(2), 337-356. https://doi.org/10.1007/s00186-008-0271-4
dc.relation /*ref*/Best, M. y Grauer, R. (1991). Sensitivity analysis for mean-variance portfolio problems. Management Science, 37(8), 980-989. https://doi.org/10.1287/mnsc.37.8.980
dc.relation /*ref*/Black, F. y Litterman, R. (1992). Global portfolio optimization. Financial Analysts Journal, 48(5), 28-43. https://doi.org/10.2469/faj.v48.n5.28
dc.relation /*ref*/Fabozzi, F., Focardi, S., Kolm, P. y Pachamanova, D. (2007). Robust portfolio optimi¬zation and management. John Wiley & Sons.
dc.relation /*ref*/Fama, E. y French, K. (1993). Common risk factors in the returns on stocks and bonds. Journal of financial economics, 33(1), 3-56. https://doi.org/10.1016/0304- 405X(93)90023-5
dc.relation /*ref*/Garlappi, L., Uppal, R. y Wang, T. (2007). Portfolio selection with parameter and mo¬del uncertainty: A multi-prior approach. The Review of Financial Studies, 20(1), 41-81. https://doi.org/10.1093/rfs/hhl003
dc.relation /*ref*/Georgantas, A. (2020). Robust Optimization Approaches for Portfolio Selection: A Computational and Comparative Analysis. Working paper. https://arxiv.org/ abs/2010.13397
dc.relation /*ref*/Goldfarb, D. e Iyengar, G. (2003). Robust portfolio selection problems. Mathematics of Operations Research, 28(1), 1-38. https://doi.org/10.1287/moor.28.1.1.14260
dc.relation /*ref*/Halldórsson, B. y Tütüncü, R. H. (2003). An interior-point method for a class of saddle-point problems. Journal of Optimization Theory and Applications, 116(3), 559-590. https://doi.org/10.1023/A:1023065319772
dc.relation /*ref*/Hoffman, M., Brochu, E. y De Freitas, N. (2011). Portfolio allocation for ayesian optimi-zation. En Proceedings of the Twenty-Seventh Conference on Uncertainty in Ar¬tificial Intelligence, 327-336. https://dl.acm.org/doi/abs/10.5555/3020548.3020587
dc.relation /*ref*/Kim, W. C., Kim, J. H., Ahn, S. H. y Fabozzi, F. J. (2013). What do robust equity port¬folio models really do? Annals of Operations Research, 205(1), 141-168. https:// doi.org/10.1007/s10479-012-1247-6
dc.relation /*ref*/Kim, W. C., Kim, J. H. y Fabozzi, F. J. (2015). Robust Equity Portfolio Management: Formulations, Implementations, and Properties Using MATLAB. John Wiley & Sons.
dc.relation /*ref*/Kim, J. H., Kim, W. C., Kwon, D. G. y Fabozzi, F. J. (2018). Robust equity portfo¬lio performance. Annals of Operations Research, 266(1), 293-312. https://doi. org/10.1007/s10479-017-2739-1
dc.relation /*ref*/Lobo, M. S., Vandenberghe, L., Boyd, S. y Lebret, H. (1998). Applications of second-order cone programming. Linear Algebra and its Applications, 284(1-3), 193-228. https://doi.org/10.1016/S0024-3795(98)10032-0
dc.relation /*ref*/Markowitz, H. (1952). Portfolio selection. The Journal of Finance, 7(1), 77-91.
dc.relation /*ref*/Markowitz, H. (1959). Portfolio selection: Efficient diversification of investments. New Heaven: Yale university Press.
dc.relation /*ref*/Meucci, A. (2005). Risk and asset allocation (vol. 1). Springer.
dc.relation /*ref*/Meucci, A. (2011). Robust Bayesian Allocation. ssrn Working paper 681553. https:// papers.ssrn.com/sol3/papers.cfm?abstract_id=681553
dc.relation /*ref*/Michaud, R. (1998). Efficient asset management: A practical guide to stock portfolio optimization and asset allocation. Oxford University Press.
dc.relation /*ref*/Michaud, R. y Michaud, R. (2008). Estimation error and portfolio optimization: A resampling solution. Journal of Investment Management, 6(1), 8-28.
dc.relation /*ref*/Nesterov, Y. y Nemirovsky, A. (1993). Interior Point Polynomial Methods in Convex Programming: Theory and Algorithms. SIAM.
dc.relation /*ref*/Pachamanova, D. y Fabozzi, F. (2012). Equity portfolio selection models in practice. En-cyclopedia of Financial Models, 1(1), 61-87. https://doi.org/10.1002/9781118182635. efm0046
dc.relation /*ref*/Tütüncü, R. y Koenig, M. (2004). Robust asset allocation. Annals of Operations Research, 132(1), 157-187. https://doi.org/10.1023/b:anor.0000045281.41041.ed
dc.relation /*ref*/Williams, J. (1938). The Theory of Investment Value. Harvard University Press.
dc.relation /*ref*/Zapata, C. (2021). Optimización robusta de portafolios: conjuntos de incertidumbre y contrapartes robustas. odeon, 20, 93-121. https://doi.org/10.18601/17941113.n20.04
dc.rights Derechos de autor 2022 Diego Felipe Carmona Espejo, Jhonatan Gamboa Hidalgo es-ES
dc.rights http://creativecommons.org/licenses/by-nc-sa/4.0 es-ES
dc.source Odeon; No. 21 (2021): Julio-Diciembre; 81-104 en-US
dc.source Revista ODEON; Núm. 21 (2021): Julio-Diciembre; 81-104 es-ES
dc.source 2346-2140
dc.source 1794-1113
dc.subject Optimal portfolio; en-US
dc.subject Bayesian methods; en-US
dc.subject robust optimization en-US
dc.subject portafolio óptimo; es-ES
dc.subject métodos bayesianos; es-ES
dc.subject optimización robusta es-ES
dc.title Robust portfolio optimization using Bayesian methods en-US
dc.title Optimización robusta de portafolio empleando métodos Bayesianos es-ES
dc.type info:eu-repo/semantics/article
dc.type info:eu-repo/semantics/publishedVersion


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