Title :
An exchange data analysis support system by intuitive reasonings based on neural network
Author :
Tani, Kyuichiro ; Kamei, Katsuari
Author_Institution :
Graduate Sch. of Sci. & Eng., Ritsumeikan Univ., Shiga, Japan
Abstract :
The purpose of our work is to design an exchange analysis support system by intuitive reasoning using neural networks. The intuitive reasoning is totally different from logical reasoning used in AI and is defined by subjective information such as high-low, good-bad, etc. A soft computing aided management information analysis system using fuzzy theory, neural networks and intuitive reasoning is a new challenge to management science specialists. In this paper, we propose a new analysis support system based on intuitive reasoning. Firstly, we describe intuitive reasoning. Secondly, intuitive reasoning is applied to exchange rate analysis. Thirdly, the results of intuitive reasoning, that is, subjective exchange rate evaluations and their uncertainty factors are projected on the optimistic-pessimistic axis. Fuzzy membership functions are used for the projection. The total subjective evaluations of the exchange rate are given by a contour line map. Finally, some evaluation results based on actual data of domestic exchange are shown and their analyses are given for system users.
Keywords :
data analysis; decision support systems; exchange rates; financial data processing; fuzzy set theory; neural nets; artificial intelligence; contour line map; domestic exchange; exchange data analysis support system; exchange rate analysis; fuzzy membership functions; fuzzy theory; intuitive reasonings; logical reasonings; management science specialists; neural networks; optimistic pessimistic axis; soft computing aided management information analysis system; uncertainty factors; Artificial intelligence; Computer network management; Computer networks; Data analysis; Exchange rates; Fuzzy neural networks; Fuzzy reasoning; Information analysis; Information management; Neural networks;
Conference_Titel :
Systems, Man and Cybernetics, 2003. IEEE International Conference on
Print_ISBN :
0-7803-7952-7
DOI :
10.1109/ICSMC.2003.1244293