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Campo DC | Valor | Lengua/Idioma |
---|---|---|
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 | - |
Aparece en las colecciones: | Centro de Investigaciones y Proyectos Especiales - CIPE/UEXTERNADO - Cosecha |
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