Decision Support System for Mongolian Portfolio Selection

被引:0
|
作者
Bukhsuren, Enkhtuul [1 ]
Sambuu, Uyanga [1 ]
Namsrai, Oyun-Erdene [1 ]
Namsrai, Batnasan [2 ]
Ryu, Keun Ho [3 ]
机构
[1] Natl Univ Mongolia, Dept Informat & Comp Sci, Ulan Bator, Mongolia
[2] Natl Univ Mongolia, Dept Mkt & Trade, Ulan Bator, Mongolia
[3] Chungbuk Natl Univ, Sch Elect & Comp Engn, Database & Bioinformat Lab, Cheongju, South Korea
来源
关键词
Data Mining; Decision Support System; K-Means Clustering; BIG DATA; OPTIMIZATION; CLASSIFIER; MODEL;
D O I
10.3745/JIPS.04.0255
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Investors aim to increase their profitability by investing in the stock market. An adroit strategy for minimizing related risk lies through diversifying portfolio operationalization. In this paper, we propose a six-step stocks portfolio selection model. This model is based on data mining clustering techniques that reflect the ensuing impact of the political, economic, legal, and corporate governance in Mongolia. As a dataset, we have selected stock exchange trading price, financial statements, and operational reports of top-20 highly capitalized stocks that were traded at the Mongolian Stock Exchange from 2013 to 2017. In order to cluster the stock returns and risks, we have used k-means clustering techniques. We have combined both k-means clustering with Markowitz's portfolio theory to create an optimal and efficient portfolio. We constructed an efficient frontier, creating 15 portfolios, and computed the weight of stocks in each portfolio. From these portfolio options, the investor is given a choice to choose any one option.
引用
收藏
页码:637 / 649
页数:13
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