钱龙1, 韦江2, 赵慧敏3, 倪宣明4
钱龙, 韦江, 赵慧敏, 倪宣明. 基于AdaBoost的投资组合优化[J]. 系统科学与数学, 2022, 42(2): 271-286.
QIAN Long, WEI Jiang, ZHAO Huimin, NI Xuanming. Portfolio Optimization Based on AdaBoost[J]. Journal of Systems Science and Mathematical Sciences, 2022, 42(2): 271-286.
QIAN Long1, WEI Jiang2, ZHAO Huimin3, NI Xuanming4
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[1] Markowitz H. Portfolio selection. The Journal of Finance, 1952, 7(1):77-91. [2] Merton R C. On estimating the expected return on the market:An exploratory investigation. Journal of Financial Economics, 1980, 8(4):323-361. [3] Michaud R O. The Markowitz optimization enigma:Is 'optimized' optimal? Financial Analysts Journal, 1989, 45(1):31-42. [4] Best M J, Grauer R R. On the sensitivity of mean-variance-efficient portfolios to changes in asset means:Some analytical and computational results. The Review of Financial Studies, 1991, 4(2):315-342. [5] Chopra V K, Ziemba W T. The effect of errors in means, variances, and covariances on optimal portfolio choice. The Journal of Portfolio Management, 1993, 19(2):6-11. [6] Frost P A, Savarino J E. For better performance:Constrain portfolio weights. The Journal of Portfolio Management, 1988, 15(1):29-34. [7] Jagannathan R, Ma T. Risk reduction in large portfolios:Why imposing the wrong constraints helps. The Journal of Finance, 2003, 58(4):1651-1683. [8] DeMiguel V, Garlappi L, Nogales F J, et al. A generalized approach to portfolio optimization:Improving performance by constraining portfolio norms. Management Science, 2009, 55(5):798-812. [9] Chan L K C, Karceski J, Lakonishok J. On portfolio optimization:Forecasting covariances and choosing the risk model. The Review of Financial Studies, 1999, 12(5):937-974. [10] Bekaert G, Hodrick R J, Zhang X. International stock return comovements. The Journal of Finance, 2009, 64(6):2591-2626. [11] Ledoit O, Wolf M. Honey, I shrunk the sample covariance matrix. Journal of Portfolio Management, 2004, 30(4):110-119. [12] Jobson J D, Korkie R M. Putting Markowitz theory to work. Journal of Portfolio Management, 1981, 7(4):70-74. [13] Jorion P. Bayesian and CAPM estimators of the means:Implications for portfolio selection. Journal of Banking & Finance, 1991, 15(3):717-727. [14] Pastor L', Stambaugh R F. Comparing asset pricing models:An investment perspective. Journal of Financial Economics, 2000, 56(3):335-381. [15] Black F, Litterman R. Global portfolio optimization. Financial Analysts Journal, 1992, 48(5):28-43. [16] Ben-Tal A, Nemirovski A. Robust convex optimization. Mathematics of Operations Research, 1998, 23(4):769-805. [17] Tutuncu R H, Koenig M. Robust asset allocation. Annals of Operations Research, 2004, 132(1):157-187. [18] Garlappi L, Uppal R, Wang T. Portfolio selection with parameter and model uncertainty:A multi-prior approach. The Review of Financial Studies, 2007, 20(1):41-81. [19] Kan R, Zhou G. Optimal portfolio choice with parameter uncertainty. Journal of Financial and Quantitative Analysis, 2007, 42(3):621-656. [20] Tu J, Zhou G. Markowitz meets Talmud:A combination of sophisticated and naive diversification strategies. Journal of Financial Economics, 2011, 99(3):204-215. [21] Jiang C, Du J, An Y. Combining the minimum-variance and equally-weighted portfolios:Can portfolio performance be improved? Economic Modelling, 2019, 80:260-274. [22] 倪宣明, 沈鑫圆, 赵慧敏, 等. 基于多任务相关学习的投资组合优化. 系统工程理论与实践, 2021, 41(6):1428-1438. (Ni X M, Shen X Y, Zhao H M, et al. Portfolio optimization based on multi-task relationship learning. Systems Engineering-Theory & Practice, 2021, 41(6):1428-1438.) [23] Ren Y, Zhang L, Suganthan P N. Ensemble classification and regression-recent developments, applications and future directions. IEEE Computational Intelligence Magazine, 2016, 11(1):41-53. [24] Freund Y, Schapire R E. Experiments with a new boosting algorithm. Proceedings of the 13th International Conference on Machine Learning, ICML, 1996, 148-156. [25] Freund Y, Schapire R E. A decision-theoretic generalization of on-Line learning and an application to boosting. Journal of Computer and System Sciences, 1997, 55(1):119-139. [26] Drucker H. Improving regressors using boosting techniques. Proceedings of the 14th International Conference on Machine Learning, ICML, 1997, 107-115. [27] Shrestha D L, Solomatine D P. Experiments with AdaBoost.RT, an improved boosting scheme for regression. Neural Computation, 2006, 18(7):1678-1710. [28] 钱龙, 彭方平, 沈鑫圆, 等. 基于已实现半协方差的投资组合优化. 系统工程理论与实践, 2021, 41(1):34-44. (Qian L, Peng F P, Shen X Y, et al. Portfolio optimization based on realized semi-covariance. Systems Engineering-Theory & Practice, 2021, 41(1):34-44.) [29] 孙会霞, 倪宣明, 钱龙, 等. 基于长期CVaR约束的高频投资组合优化. 系统科学与数学, 2021, 41(2):344-360. (Sun H X, Ni X M, Qian L, et al. High-frequency portfolio optimization with long-term CVaR constraints. Journal of Systems Science & Mathematical Sciences, 2021, 41(2):344-360.) [30] Best M J. An algorithm for the solution of the parametric quadratic programming problem. Applied Mathematics and Parallel Computing, Physica-Verlag HD, New York, 1996, 57-76. [31] DeMiguel V, Garlappi L, Uppal R. Optimal versus naive diversification:How inefficient is the 1/N portfolio strategy? The Review of Financial Studies, 2007, 22(5):1915-1953. [32] DeMiguel V, Martin-Utrera A, Nogales F J. Size matters:Optimal calibration of shrinkage estimators for portfolio selection. Journal of Banking & Finance, 2013, 37(8):3018-3034. [33] Krogh A, Vedelsby J. Neural network ensembles, cross validation, and active learning. Advances in Neural Information Processing Systems, Cambridge, MA:MIT Press, 1995. [34] Ban G Y, El Karoui N, Lim A E. Machine learning and portfolio optimization. Management Science, 2016, 64(3):1136-1154. [35] Jobson J D, Korkie B M. Performance hypothesis testing with the Sharpe and Treynor measures. The Journal of Finance, 1981, 36(4):889-908. [36] 黄嵩, 倪宣明, 钱龙, 等. 基于集成学习的在线高维投资组合策略. 系统科学与数学, 2020, 40(1):1-13. (Huang S, Ni X M, Qian L, et al. Large-dimensional online portfolio strategy based on ensemble learning. Journal of Systems Science & Mathematical Sciences, 2020, 40(1):1-13.) [37] Cochrane J H. Presidential address:Discount rates. The Journal of Finance, 2011, 66(4):1047-1108. [38] Black F, Litterman R. Asset allocation:Combining investor views with market equilibrium. Goldman Sachs Fixed Income Research, 1990, 1(2):7-18. |
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