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Kosarinia, Eftekhar, Salahi, Maziar, Khodamoradi, Tahereh. (1404). On data-driven robust portfolio optimization with semi mean absolute deviation via support vector clustering. سامانه مدیریت نشریات علمی, 5(1), 155-165. doi: 10.22054/jmmf.2025.84881.1170
Eftekhar Kosarinia; Maziar Salahi; Tahereh Khodamoradi. "On data-driven robust portfolio optimization with semi mean absolute deviation via support vector clustering". سامانه مدیریت نشریات علمی, 5, 1, 1404, 155-165. doi: 10.22054/jmmf.2025.84881.1170
Kosarinia, Eftekhar, Salahi, Maziar, Khodamoradi, Tahereh. (1404). 'On data-driven robust portfolio optimization with semi mean absolute deviation via support vector clustering', سامانه مدیریت نشریات علمی, 5(1), pp. 155-165. doi: 10.22054/jmmf.2025.84881.1170
Kosarinia, Eftekhar, Salahi, Maziar, Khodamoradi, Tahereh. On data-driven robust portfolio optimization with semi mean absolute deviation via support vector clustering. سامانه مدیریت نشریات علمی, 1404; 5(1): 155-165. doi: 10.22054/jmmf.2025.84881.1170

On data-driven robust portfolio optimization with semi mean absolute deviation via support vector clustering

Journal of Mathematics and Modeling in Finance
دوره 5، شماره 1، مهر 2025، صفحه 155-165    اصل مقاله (188.87 K)
نوع مقاله: Research Article
شناسه دیجیتال (DOI): 10.22054/jmmf.2025.84881.1170
نویسندگان
Eftekhar Kosarinia؛ Maziar Salahi* ؛ Tahereh Khodamoradi
Department of Applied Mathematics, Faculty of Mathematical Sciences, University of Guilan, Rasht, Iran
چکیده
In [14] the authors have studied robust semi-mean absolute deviation portfolio optimization model when assets expected returns involve uncertainty. They applied a data driven approach via support vector clustering to construct the uncertainty set using support vector clustering. In this paper, we show that their robust formulation is not the worst case counterpart of the original model. Then we give the true robust model of the underlying problems in the best an worst cases. Experiments are conducted to show the optimal objective value of the robust model in [14] belongs to the interval generated by our best and worst case models.
کلیدواژه‌ها
Portfolio optimization؛ Semi-mean absolute deviation؛ Uncertainty؛ Support vector clustering
مراجع
[1] D. Bertsimas, M. Sim, The price of robustness, Operations Research, 52(2004), pp. 3553.
[2] D. Bertsimas, V. Gupta, N. Kallus, Data-driven robust optimization, Mathematical Programming, 167(2018), pp. 235292.
[3] T.J. Chang, N. Meade, J.E. Beasley, Y.M. Sharaiha, Heuristics for cardinality
constrained portfolio optimisation. Computers & Operations Research 27(13)(2000), pp.
12711302.
[4] L. El Ghaoui, M. Oks, F. Oustry, Meshless methods, Worst-case value-at-risk and robust
portfolio optimization: A conic programming approach, Operations Research, 51(2003), pp.
543556.
[5] C. D. Feinstein, M. N. Thapa, A reformulation of a mean-absolute deviation portfolio
optimization model, Management Science, 39 (1993), pp. 1552-1553.
[6] M. Grant, S. Boyd, Y. Ye, CVX: Matlab software for disciplined convex programming,
version 2.0 beta, 2013.
[7] R. Ji, M. A. Lejeune, Data-driven optimization of reward-risk ratio measures, INFORMS
Journal on Computing, 33 (2021), pp. 11201137.
[8] D. Li, W.L. Ng Optimal dynamic portfolio selection: Multiperiod mean-variance formulation, Mathematical Finance 10(3)(2000), pp. 387406.
[9] H. Markowitz, Portfolio selection, Journal of Finance, 7(1) (1952), pp. 7791.
[10] Y. Moon, T. Yao, A robust mean absolute deviation model for portfolio optimization, Computers and Operations Research, 38(2011), pp. 1251-1258.
[11] PN.R. Patel, M.G. Subrahmanyam A simple algorithm for optimal portfolio selection with
fixed transaction costs, Management Science 28(3)91982), pp. 303314.
[12] R.T. Rockafellar, S. Uryasev, Optimization of conditional value-at-risk, The Journal of
Risk, 2 (2000), pp. 21–42.
[13] M. Salahi, T. Khodamoradi, and A. Hamdi, Mean-standard deviation-conditional valueat-risk portfolio optimization, Journal of Mathematics and Modeling in Finance, 3(1) (2023),
pp. 83-98.
[14] R. Sehgal, P. Jagadeshm, Data-driven robust portfolio optimization with semi mean absolute deviation via support vector clustering, Expert Systems with Applicatins, 224(2023),
120000.
[15] R. Sehgal, A. Mehra, Robust rewardrisk ratio portfolio optimization, International Transactions in Operational Research, 28 (2021a), pp. 21692190.
[16] C. Shang, X. Huang, F. You, Data-driven robust optimization based on kernel learning,
Computers and Chemical Engineering, 106 (2017), pp. 464479.

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