Abstract
This work discusses the frontiers of mean absolute deviation portfolios arising from the uncertainty of future rates of return. The risk of the overall portfolio is proposed as an objective function to attain a well-diversified portfolio with a predetermined target rate of return. The possible ranges of the target returns are suggested via the strong feasibility of the interval linear system of constraints. No short sales are allowed and a risk-averse investor is assumed to pursue the buy-and-hold strategy. The use of the method is illustrated with the historical returns of S&P 500 stocks, for which the negative correlation condition empirically holds, with a 6-month investment horizon from November 2018 to April 2019. The historical data is collected monthly over the past 4 years from November 2014 to October 2018.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Konno, H., Yamazaki, H.: Mean-absolute deviation portfolio optimization model and its applications to Tokyo stock market. Manag. Sci. 37(5), 519–531 (1991)
Feinstein, C.D., Thapa, M.N.: A reformulation of a mean-absolute deviation portfolio optimization model. Manag. Sci. 39(12), 1552–1553 (1993)
Embrechts, P., Frey, R., McNeil, A.: Quantitative Risk Management: Concepts. Techniques and Tools. Princeton University Press, New Jersey (2005)
Fiedler, M., Nedoma, J., RamÃk, J., Rohn, J., Zimmermann, K.: Linear Optimization Problems with Inexact Data. Springer, New York (2006). https://doi.org/10.1007/0-387-32698-7
HladÃk, M.: Optimal value range in interval linear programming. Fuzzy Optim. Decis. Mak. 8(3), 283–294 (2009)
Bodie, Z., Kane, A., Marcus, A.J.: Investments. McGraw-Hill Education, New York (2014)
Ferris, M.C., Mangasarian, O.L., Wright, S.J.: Linear Programming with Matlab. SIAM, Philadelphia (2007)
Kadan, O., Tang, X.: A Bound on Expected Stock Returns. https://doi.org/10.2139/ssrn.3108006. Accessed 22 May 2018
Cochrane, J.H.: Asset Pricing. Princeton University Press, New Jersey (2005)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2019 Springer Nature Switzerland AG
About this paper
Cite this paper
Chaiyakan, S., Thipwiwatpotjana, P. (2019). Mean Absolute Deviation Portfolio Frontiers with Interval-Valued Returns. In: Seki, H., Nguyen, C., Huynh, VN., Inuiguchi, M. (eds) Integrated Uncertainty in Knowledge Modelling and Decision Making. IUKM 2019. Lecture Notes in Computer Science(), vol 11471. Springer, Cham. https://doi.org/10.1007/978-3-030-14815-7_19
Download citation
DOI: https://doi.org/10.1007/978-3-030-14815-7_19
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-030-14814-0
Online ISBN: 978-3-030-14815-7
eBook Packages: Computer ScienceComputer Science (R0)