广东工业大学学报 ›› 2021, Vol. 38 ›› Issue (02): 39-47.doi: 10.12052/gdutxb.200100
陈思豆, 黄卓铨, 杨兴雨
Chen Si-dou, Huang Zhuo-quan, Yang Xing-yu
摘要: 在实际证券交易中, 卖空操作是一种重要的投资手段, 因此本文研究考虑限制性卖空的多期模糊投资组合优化问题。将风险资产的收益视为梯形模糊数。在允许卖空的情况下, 建立了带单期最低期望收益约束、破产控制约束和投资比例边界约束的多期可信性均值−下半方差−偏度投资组合优化模型。设计了一个改进的多种群粒子群算法对模型进行求解。最后, 采用真实股票数据进行数值算例分析, 说明了所提出的优化模型和算法的有效性。
中图分类号:
[1] MARKOWITZ H. Portfolio selection [J]. The Journal of Finance, 1952, 7(1): 77-91. [2] 李佳, 徐维军, 张卫国. 含有背景风险的双目标投资组合模型研究[J]. 运筹与管理, 2017, 26(4): 118-123. LI J, XU W J, ZHANG W G. Bi-objective portfolio selection model and algorithm with background risk [J]. Operations Research and Management Science, 2017, 26(4): 118-123. [3] 杨兴雨, 刘伟龙, 井明月, 等. 基于模糊收益率的分散化投资组合调整策略[J]. 广东工业大学学报, 2020, 37(5): 13-21. YANG X Y, LIU W L, JING M Y, et al. A diversified portfolio selection strategy based on fuzzy return rate [J]. Journal of Guangdong University of Technology, 2020, 37(5): 13-21. [4] YUE W, WANG Y P, XUAN H J. Fuzzy multi-objective portfolio model based on semi-variance-semi-absolute deviation risk measures [J]. Soft Computing, 2019, 23(17): 8159-8179. [5] ZADEH L A. Fuzzy sets [J]. Information and Control, 1965, 8(3): 338-353. [6] LIU Y J, ZHANG W G. Fuzzy portfolio selection model with real features and different decision behaviors [J]. Fuzzy Optimization and Decision Making, 2018, 17(7): 1-20. [7] KAR M B, KAR S, GUO S N, et al. A new bi-objective fuzzy portfolio selection model and its solution through evolutionary algorithms [J]. Soft Computing, 2019, 23(12): 4367-4381. [8] 曾永泉, 张鹏. 具有现实约束的均值-方差模糊投资组合绩效评价[J]. 模糊系统与数学, 2020, 34(3): 134-145. ZENG Y Q, ZHANG P. Measuring the efficiency of possibilistic mean-variance portfolio selection with real factors constraints [J]. Fuzzy Systems and Mathematics, 2020, 34(3): 134-145. [9] LI W M, DENG X. Multi-parameter portfolio selection model with some novel score-deviation under dual hesitant fuzzy environment [J]. International Journal of Fuzzy Systems, 2020, 22(4): 1123-1141. [10] LIU B D, LIU Y K. Expected value of fuzzy variable and fuzzy expected value models [J]. IEEE Transactions on Fuzzy Systems, 2002, 10(4): 445-450. [11] KAMDEM J S, DEFFO C T, FONO L A. Moments and semi-moments for fuzzy portfolio selection [J]. Insurance Mathematics and Economics, 2012, 51(3): 517-530. [12] 王灿杰, 邓雪. 基于可信性理论的均值-熵-偏度投资组合模型及其算法求解[J]. 运筹与管理, 2019, 28(2): 154-159. WANG C J, DENG X. Mean-entropy-skewness portfolio model based on credibility theory and its algorithm solution [J]. Operations Research and Management Science, 2019, 28(2): 154-159. [13] ZHANG P. Random credibilitic portfolio selection problem with different convex transaction costs [J]. Soft Computing, 2019, 23(24): 13309-13320. [14] 刘明明, 高岩. 摩擦市场中允许卖空的最优投资组合选择[J]. 中国管理科学, 2006, 14(5): 23-27. LIU M M, GAO Y. Portfolio selection with short sales in a frictional market [J]. Chinese Journal of Management Science, 2006, 14(5): 23-27. [15] 张鹏, 张忠桢, 曾永泉. 限制性卖空的均值-方差投资组合优化[J]. 数理统计与管理, 2008, 27(1): 124-129. ZHANG P, ZHANG Z Z, ZENG Y Q. The optimization of the portfolio selection with the restricted short sales [J]. Application and Statistics and Management, 2008, 27(1): 124-129. [16] 李晨, 陆忠华, 胡嘉力, 等. 基于非凸交易成本的投资组合优化问题求解[J]. 计算机工程与设计, 2017, 38(12): 3258-3266. LI C, LU Z H, HU J L, et al. Portfolio optimization problem solving under concave transaction costs [J]. Computer Engineering and Design, 2017, 38(12): 3258-3266. [17] 孙薇, 张卫国, 张群, 等. 具有投资限制的风险资产模糊随机投资组合模型[J]. 数学的实践与认识, 2015, 45(24): 51-60. SUN W, ZHANG W G, ZHANG Q, et al. Fuzzy random portfolio model with investment limited [J]. Fuzzy Systems and Mathematics, 2015, 45(24): 51-60. [18] GUO S N, YU L, LI X, et al. Fuzzy multi-period portfolio selection with different investment horizons [J]. European Journal of Operational Research, 2016, 254(3): 1026-1035. [19] GUPTA P, MEHLAWAT M K, YADAV S, et al. Intuitionistic fuzzy optimistic and pessimistic multi-period portfolio optimization models [J]. Soft Computing, 2020, 24(16): 11931-11956. [20] 徐维军, 罗伟强, 张卫国. 考虑破产风险约束的多项目投资组合决策模型[J]. 运筹与管理, 2013, 22(6): 92-98. XU W J, LUO W Q, ZHANG W G. Multi-project portfolio model with bankruptcy risk [J]. Operations Research and Management Science, 2013, 22(6): 92-98. [21] LIU Y J, ZHANG W G, ZHANG Q. Credibilistic multi-period portfolio optimization model with bankruptcy control and affine recourse [J]. Applied Soft Computing, 2016, 38: 890-906. [22] CAO J L. Algorithm research based on multi period fuzzy portfolio optimization model [J]. Cluster Computing, 2019, 22(2): 3445-3452. [23] GUERRA M L, STEFANINI L. Approximate fuzzy arithmetic operations using monotonic interpolations [J]. Fuzzy Sets and Systems, 2005, 150(1): 5-33. [24] SAMUELSON P. The fundamental approximation theorem of portfolio analysis in terms of means, variances and higher moments [J]. Review of Economic Studies, 1970, 37: 537-542. [25] RAHIMI M, KUMAR P. Portfolio optimization based on fuzzy entropy [J]. International Journal on Interactive Design and Manufacturing, 2019, 13(2): 531-536. [26] LIN C C. A weighted max-min model for fuzzy goal programming [J]. Fuzzy Sets and Systems, 2004, 142(3): 407-420. [27] ZHANG W G, ZHANG X L, XU W J. A risk tolerance model for portfolio adjusting problem with transaction costs based on possibilistic moments [J]. Insurance: Mathematics and Economics, 2010, 46(3): 493-499. |
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