Stock portfolio selection using Dempster-Shafer evidence theory

被引:27
作者
Thakur, Gour Sundar Mitra [1 ]
Bhattacharyya, Rupak [2 ]
Sarkar , Seema [3 ]
机构
[1] Dr BC Roy Engn Coll, Dept Comp Sci & Engn, Durgapur, W Bengal, India
[2] Bijoy Krishna Girls Coll, Dept Math, Howrah, W Bengal, India
[3] Natl Inst Technol, Dept Math, Durgapur, W Bengal, India
关键词
Stock portfolio selection; Ranking; Dempster-Shafer evidence theory; Ant Colony Optimization; Fuzzy Delphi method; CONSTRUCTION; STRATEGY; RANKING; NETWORK; SYSTEM; MODEL;
D O I
10.1016/j.jksuci.2016.07.001
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Markowitz's return-risk model for stock portfolio selection is based on the historical return data of assets. In addition to the effect of historical return, there are many other critical factors which directly or indirectly influence the stock market. We use the fuzzy Delphi method to identify the critical factors initially. Factors having lower correlation coefficients are finally considered for further consideration. The critical factors and historical data are used to apply Dempster-Shafer evidence theory to rank the stocks. Then, a portfolio selection model that prefers stocks with higher rank is proposed. Illustration is done using stocks under Bombay Stock Exchange (BSE). Simulation is done by Ant Colony Optimization. The performance of the outcome is found satisfactory when compared with recent performance of the assets. (C) 2016 The Authors. Production and hosting by Elsevier B.V. on behalf of King Saud University.
引用
收藏
页码:223 / 235
页数:13
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