DocumentCode :
1740042
Title :
Practical chaos time series analysis with financial applications
Author :
Matsuba, Ikuo ; Suyari, Hiroki ; Weon, Sekjun ; Sat, Daisuke
Author_Institution :
Fac. of Eng., Chiba Univ., Japan
Volume :
1
fYear :
2000
fDate :
2000
Firstpage :
265
Abstract :
We describe the practical implementation of the nonlinear (chaos) time series analysis based on the paradigm of deterministic chaos. Some important techniques of statistical test for nonlinearity, phase space reconstruction, and nonlinear prediction are discussed with some applications to finance. The use of the nonlinear time series analysis is illustrated with particular emphasis on issues of choices of time delay coordinate and embedding parameters. Finally, we propose the weighted embedding method which is found to work well in financial applications
Keywords :
chaos; finance; prediction theory; signal reconstruction; statistical analysis; time series; deterministic chaos; embedding parameters; financial applications; nonlinear prediction; nonlinear time series; phase space reconstruction; practical chaos time series analysis; statistical nonlinearity test; time delay coordinate; weighted embedding method; Books; Chaos; Finance; Image analysis; Information analysis; Noise measurement; Noise reduction; Stochastic processes; Testing; Time series analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing Proceedings, 2000. WCCC-ICSP 2000. 5th International Conference on
Conference_Location :
Beijing
Print_ISBN :
0-7803-5747-7
Type :
conf
DOI :
10.1109/ICOSP.2000.894488
Filename :
894488
Link To Document :
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