Closed-form solutions for short-term sparse portfolio optimization

References

• Li B, Hoi SCH, Zhao P, et al. Confidence weighted mean reversion strategy for on-line portfolio selection. ACM Trans Knowl Discov Data. 2013;7(1):1–38.
   Web of Science ®Google Scholar
• Markowitz H. Portfolio selection. J Financ. 1952;7(1):77–91.
   Web of Science ®Google Scholar
• Helmbold DP, Schapire RE, Singer Y, et al. On-line portfolio selection using multiplicative updates. Proc 13th Int Conf Mach Learn; 1996. p. 243–251.
   Google Scholar
• Agarwal A, Hazan E, Kale S, et al. Algorithms for portfolio management based on the newton method. Proc 23rd Int Conf Mach Learn; 2006. p. 9–16.
   Google Scholar
• Györfi L, Udina F, Walk H. Nonparametric nearest neighbor based empirical portfolio selection strategies. Int Math J Stoch Methods Models. 2008;26(2):145–157.
   Google Scholar
• Das P, Banerjee A. Meta optimization and its application to portfolio selection. Proc 17th ACM SIGKDD Int Conf Knowl Disc Data Min; 2011. p. 1163–1171.
   Google Scholar
• Li B, Zhao P, Hoi SCH, et al. PAMR: passive aggressive mean reversion strategy for portfolio selection. Mach Learn. 2012;87(2):221–258.
   Web of Science ®Google Scholar
• Li B, Hoi SCH, Sahoo D, et al. Moving average reversion strategy for on-line portfolio selection. Artif Intell. 2015;222(1):104–123.
   Web of Science ®Google Scholar
• Huang D, Zhou J, Li B, et al. Robust median reversion strategy for online portfolio selection. IEEE Trans Knowl Data Engrg. 2016;28(9):2480–2493.
   Web of Science ®Google Scholar
• Bo L, Capponi A, Chen PC. Credit portfolio selection with decaying contagion intensities. Math Finance. 201929:137–173.
   Web of Science ®Google Scholar
• Li D, Sun X, Jun W. Optimal lot solution to cardinality constrained mean-variance formulation for portfolio selection. Math Finance. 2006;16(1):83–101.
   Web of Science ®Google Scholar
• Joshua B, Ingrid D, Christine DM, et al. Sparse and stable markowitz portfolios. Proc Natl Acad Sci USA. 2009;106(30):12267–12272.
   PubMed Web of Science ®Google Scholar
• Still S, Kondor I. Regularizing portfolio optimization. New J Phys. 2010;12(7):075034.
   Web of Science ®Google Scholar
• Gao J, Li D. Optimal cardinality constrained portfolio selection. Oper Res. 2013;61(3):745–761.
   Web of Science ®Google Scholar
• Ho M, Zheng S, Xin J. Weighted elastic net penalized mean–variance portfolio design and computation. SIAM J Financ Math. 2015;6(1):1220–1244.
   Web of Science ®Google Scholar
• Li X, Fang SC, Tian Y, et al. Expanded model of the project portfolio selection problem with divisibility, time profile factors and cardinality constraints. J Oper Res Soc. 2015;66(7):1132–1139.
   Web of Science ®Google Scholar
• Zhang C, Wang J, Xiu N. Robust and sparse portfolio model for index tracking. J Ind Manag Optim. 2019;15(3):1001–1015.
   Google Scholar
• Das P, Johnson N, Banerjee A. Online lazy updates for portfolio selection with transaction costs. Proc AAAI Conf Artif Intell (AAAI); 2013. p. 202–208.
   Google Scholar
• Li B, Hoi SCH, Gopalkrishnan V. CORN: correlation-driven nonparametric learning approach for portfolio selection. ACM Trans Intell Syst Technol. 2011;2(3):1–29.
   Web of Science ®Google Scholar
• Li B, Sahoo D, Hoi SCH. OLPS: a toolbox for on-line portfolio selection. J Mach Learn Res. 2016;17(1):1242–1246.
   Google Scholar
• Yang L, Couillet R, Mckay MR. A robust statistics approach to minimum variance portfolio optimization. IEEE Trans Signal Process. 2015;63(24):6684–6697.
   Web of Science ®Google Scholar
• Jegadeesh N. Evidence of predictable behavior of security returns. J Finance. 1990;45(3):881–898.
   Web of Science ®Google Scholar
• Jegadeesh N. Seasonality in stock price mean reversion: evidence from the U.S. and the U.K. J Finance. 2012;46(4):1427–1444.
   Google Scholar
• Lai ZR, Yang PY, Fang L, et al. Short-term sparse portfolio optimization based on alternating direction method of multipliers. J Mach Learn Res. 2018;19(63):1–28.
   Google Scholar
• Borodin A, El-Yaniv R, Gogan V. Can we learn to beat the best stock. J Artif Intell Res. 2004;21(1):579–594.
   Web of Science ®Google Scholar
• Treynor JL, Black F. How to use security analysis to improve portfolio selection. J Bus. 1973;46(1):66–86.
   Web of Science ®Google Scholar
• Dong Z, Xu F, Dai Y. Fast algorithms for sparse portfolio selection considering industries and investment styles. J Glob Optim. 2020; Available from: https://doi.org/https://doi.org/10.1007/s10898-020-00911-1
   Web of Science ®Google Scholar