DocumentCode :
2844292
Title :
Knowledge discovery with SOM networks in financial investment strategy
Author :
Kuo, Shu-Ching ; Li, Sheng-Tun ; Cheng, Yi-Chung ; Ho, Men-Hsieu
Author_Institution :
Inst. of Inf. Manage., Diwan Coll. of Manage., Taiwan
fYear :
2004
fDate :
5-8 Dec. 2004
Firstpage :
98
Lastpage :
103
Abstract :
Recently, the recession of the global economy induces the coming of a new era of low interest-rates, which resulted in the stock market as an alternative investment channel for investors. The diversity and complication of domain knowledge existing in the stock market enhance its importance for developing a decision support system, which can gather real-time pricing information for supporting decision-making in financial investment. We tackle these challenges by proposing an integrated solution on the basis of K-chart analysis and the over-whelming self-organizing map neural networks. We not only endeavor to improve the accuracy of uncovering trading signals, but also to maximize the profits of trading. The resulting decision model can help investment decision-makers of national stable funds make the most profitable decisions. In addition, financial experts can benefit from the ability of verifying or refining their tacit investment knowledge offered by the uncovered knowledge.
Keywords :
data mining; decision making; decision support systems; financial data processing; investment; self-organising feature maps; stock markets; K-chart analysis; SOM networks; decision support system; domain knowledge; financial experts; financial investment strategy; global economy recession; investment decision-making; knowledge discovery; real-time pricing information; self-organizing map neural networks; stock market; trajectory analysis; Decision making; Decision support systems; Educational institutions; Information management; Intelligent networks; Investments; Predictive models; Pricing; Real time systems; Stock markets; decision support systems; financial investment; knowledge discovery; self-organizing map; trajectory analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Hybrid Intelligent Systems, 2004. HIS '04. Fourth International Conference on
Print_ISBN :
0-7695-2291-2
Type :
conf
DOI :
10.1109/ICHIS.2004.68
Filename :
1409988
Link To Document :
بازگشت