DocumentCode :
447566
Title :
A portfolio selection by SOM and an asset allocation of risk/nonrisk assets by fuzzy reasoning using the selected brands
Author :
Nakaoka, I. ; Tani, Kyuichiro ; Hoshino, Yukinobu ; Kamei, Katsuari
Author_Institution :
Graduate Sch. of Sci. & Eng., Ritsumeikan Univ., Kyoto, Japan
Volume :
3
fYear :
2005
fDate :
10-12 Oct. 2005
Firstpage :
2769
Abstract :
A portfolio is an useful method to calculate the rate of expected earnings and risks based on changes in stock prices. However, past methods such as the fundamental analysis, the technical analysis and etc. are not proposed as a decision support system available for real investments. On the other hand, speaking about the asset allocation, those methods determine asset allocation ratio using general indices such as TOPIX independently of the portfolio selections. This paper describes a novel decision support system for assisting in actual investment decisions. First, the system makes a stock investment brand selection using SOM (self-organizing maps). Secondly, the system calculates asset allocation ratio of risk/nonrisk assets using both fuzzy reasoning and the management indices of the brands selected by SOM. We apply this method to actual stock price data and show better results than those by TOPIX. Finally, we discuss an effectiveness of the proposed support system against a steep fall in stock prices, such as IT Bubble collapse that began in 2000.
Keywords :
decision support systems; fuzzy reasoning; investment; self-organising feature maps; share prices; stock markets; TOPIX; asset allocation; decision support system; fuzzy reasoning; management indices; portfolio selection; risk/nonrisk assets; self-organizing maps; stock investment brand selection; stock prices; Asset management; Competitive intelligence; Decision support systems; Fuzzy reasoning; Fuzzy systems; Government; Humans; Investments; Portfolios; Risk management; Asset allocation; Decision support system; Fuzzy theory; Portfolio; SOM;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Man and Cybernetics, 2005 IEEE International Conference on
Print_ISBN :
0-7803-9298-1
Type :
conf
DOI :
10.1109/ICSMC.2005.1571569
Filename :
1571569
Link To Document :
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