Prediction of stock trends by using the wavelet transform and the multi-stage fuzzy inference system optimized by the GA

IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

Volumn E82-A, Issue 2, 2000, Pages 357-365

  Kishikawa, Yoshinori ^a   Tokinaga, Shozo ^a  

^a KYUSHU UNIVERSITY   (Japan)

Author keywords

Fuzzy inference; Multi stage fuzzy; Optimization by GA; Prediction of stock price; Wavelet transform

Indexed keywords

COMPUTER SIMULATION; FRACTALS; FUZZY SETS; GENETIC ALGORITHMS; MEMBERSHIP FUNCTIONS; WAVELET TRANSFORMS;

MULTISTAGE FUZZY INFERENCE SYSTEMS;

INFERENCE ENGINES;

EID: 0033885566     PISSN: 09168508     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (17)

1. I.A. Zadeh, "Fuzzy sets," Inf. Control, vol.8, pp.338-353, 1996.
2. T. Takagi and M. Sugeno, "Fuzzy identification of system and its application to modeling and control," IEEE Trans. Syst. Man. & Cyben., vol.SMC-15, pp.116-132, 1985.
3. G.V.S. Raju and J. Zhou, "Adaptive hierarchical fuzzy controller," IEEE Trans. Syst., Man. & Cybern., vol.23, no.4, July/Aug. 1993.
4. H. Miyazaki, S. Fukumoto, and Y. Ishizaki, "Fuzzy modeling based on deleting rules," IEICE Trans., vol.J77-A, no.11, pp.555-562, Nov. 1994.
5. H. Ishibuchi, K. Ozaki, N. Yamamoto, and H. Tanaka, "Selection of fuzzy if-then rules by a genetic method," IEICE Trans., vol.J76-A, no.10, pp.1465-1473, Oct. 1993.
6. T.J. Procyk and E.H. Mandami, "A linguistic self-organizing process controller," Automatica, vol.15, pp.15-30, 1979.
7. H. Ishibashi, K. Nozaki, and H. Tanaka, "Distributed representation of fuzzy rules and its application to pattern classification," Fuzzy Sets and Systems, vol.51, pp.21-32, 1992.
8. K. Tan and S. Tokinaga, "Applying the multi-stage fuzzy inference system with the genetic algorithm," IEICE Technical Report, DSP97-161, 1998.
9. K. Tan and S. Tokinaga, ''The design of multi-stage fuzzy inference systems with smaller number of rules based upon the optimization of rules by using the GA," IEICE Trans., Fundamentals, vol.E82-A, no.9, pp.1865-1873, 1999.
10. D.E. Goldberg, Genetic Algorithm in Search, Optimization and Machine Learning, Addison-Wesly, Reading, Mass., 1989.
11. S. Murakami and M. Maeda, "Automobile speed control system using a fuzzy logic controller," in Industrial Applications of Fuzzy Control, ed. M. Sugeno, pp.105-123, Elsevier Science Publishers, 1985.
12. D.E. Rumelhart, G.E. Hinton, and R.J. Williams, "Learning internal representation by error propagation, parallel distributed processing," McClelland and the PDP Research Group ed., MIT Press, 1989.
13. S. Tokinaga and Y. Kishikawa, "Applying the prediction method based upon the scale expansion to the feature extraction of fractal geometry," IEICE Technical Report, DSP98-13, 1998.
14. Y. Ikeda and S. Tokinaga, "Evaluation of stock option prices by using the prediction of fractal time-series," J. Operations Research Society of Japan, vol.42, no.1, pp.18-31, 1999.
15. Japanese Ministry of Finance, Stock prices in CD-ROM, 1992.
16. I. Daubechies, "Orthonormal bases of compactly supported wavelets," Commun. Pure. Appl. Math., vol.41, pp.909-996, Nov. 1988.
17. T. Nakata, "Prediction system for stock prices applicable to various status of securities market (in Japanese)," Nikkei Intelligent System, Supplement, Summer, 1992.