QUADRATIC PROGRAMMING: AN OPTIMIZATION TOOL FOR BUILDING GLOBAL MINIMUM VARIANCE PORTFOLIO WITH NO SHORT SALE
Abstract
Quantitative method in portfolio selection is a fascinating issue to make a decision in investment. Portfolio optimization is a very important to manage investment risk. There are many papers dealing with the Markowitz portfolio model, but not all of the papers studied about positive weight portfolio or no short sale constrained portfolio. Positive weight portfolio describes that short sale is allowed for the investor. While, short sale is banned in a certain economic condition due to its ability in decreasing stock market index. Besides, Islamic capital market does not allow speculative transaction such as short selling. Hence, portfolio with no short sale constraint is needed. This study aims to build Global Minimum Variance Portfolio (GMVP) with no short sale constraint. The GMVP with positive asset allocation based on Markowitz model can be built by using quadratic programming with interior point method. The main theory applied in this research is Markowitz portfolio optimization model. Mean and variance of stocks closing price are two things that should be considered in this model. The result shows that the positive weight of GMVP includes 0% of ADRO shares; 2, 65% of ANTM shares; 0% of CTRA shares; 30,27% of EXCL shares; 37,21% of ICBP shares; 3,37% of INCO shares; 13,89% of KLBF shares; 0% of PGAS shares; and 12,61% of PTBA shares.
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References
A. Ahuja, “PORTFOLIO DIVERSIFICATION IN THE KARACHI STOCK EXCHANGE,†Pakistan Journal of Engineering, Technology & Science, vol. 1, no. 1, Aug. 2015.
F. J. Fabozzi, H. M. Markowitz, P. N. Kolm, and F. Gupta, “Mean-Variance Model for Portfolio Selection,†Encyclopedia of Financial Models, Dec. 2012.
T. Bodnar, N. Parolya, and W. Schmid, “Estimation of the global minimum variance portfolio in high dimensions,†European Journal of Operational Research, vol. 266, no. 1, pp. 371–390, Apr. 2018.
V. Valenthio, “LEGALITAS SHORT SELLING DALAM PRAKTIK PASAR MODAL DI INDONESIA,†JURNAL EDUCATION AND DEVELOPMENT, vol. 8, no. 1, pp. 158–158, Jan. 2020.
W. R. Adawiyah and Najmudin, “Determinan Pelarangan Praktik Short Selling dalam Lingkup Pasar Modal Syariah dan Realitasnya di Indonesia,†Jurnal Asy-Syir’ah, vol. 45, no. I, 2011.
A. Faozan, “Konsep Pasar Modal Syariah,†Muqtasid: Jurnal Ekonomi dan Perbankan Syariah, vol. 4, no. 2, p. 287, Dec. 2013.
Y. S. Prasetia, “Implementasi Regulasi Pasar Modal Syariah Pada Sharia Online Trading System (SOTS),†Al-Tijary, vol. 2, no. 2, p. 133, Jan. 2018.
A. John, A. I. Lagubayom, and A.-P. J, “Portfolio Optimization Using Matrix Approach: A Case of Some Stocks on the Ghana Stock Exchange,†International Journal of Accounting, Finance, and Risk Management, vol. 2, no. 1, pp. 21–30, 2017.
P. Boyle, “Positive Weights on the Efficient Frontier,†North American Actuarial Journal, vol. 18, no. 4, pp. 462–477, Jun. 2014.
X.-L. Wu and Y.-K. Liu, “Optimizing fuzzy portfolio selection problems by parametric quadratic programming,†Fuzzy Optimization and Decision Making, vol. 11, no. 4, pp. 411–449, Mar. 2012.
A. Yousfat, “The Portfolio Selection by Using Quadratic Programming Approach Case Study of Malaysia Stock Exchange,†International Journal of Engineering and Technology, vol. 7, no. 4, pp. 1361–1369, Sep. 2015.
M. Praptiningsih, “Applying Portfolio Selection: A Case of Indonesia Stock Exchange,†Jurnal Manajemen dan Kewirausahaan, vol. 14, no. 1, Apr. 2012.
A. S. Onanaye and P. O. Agbolamagbin, “Quadratic Programming as An Optimization Tool for Portfolio Management,†International Journal of Mathematics and Computer Application Research, vol. 6, no. 2, pp. 16–32, Mar. 2016.
D. G. S. P. Pracanda and N. Abundanti, “Pembentukan Portofolio Optimal dengan Menggunakan Model Markowitz pada Saham Indeks IDX30 di Bursa Efek Indonesia,†E-Jurnal Manajemen Unud, vol. 6, no. 2, pp. 802–829, 2017.
Z. Maf’ula, S. R. Handayani, and Z. Z. A, “Portofolio Optimal dengan Penerapan Model Markowitz Sebagai Dasar Keputusan Investasi (Studi pada Perusahaan yang Tergabung dalam Indeks LQ-45 Tahun 2014),†Jurnal Administrasi Bisnis, vol. 63, no. 1, pp. 17–23, Oct. 2018.
S. G. Filrissa, J. Titaley, and T. Manurung, “Analisis Portofolio Saham Model Markowitz dengan Menggunakan Quaratic Programming,†d’Cartesian: Jurnal Matematika dan Aplikasinya, vol. 8, no. 2, pp. 121–126, Sep. 2019.
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