Presentation | 2003/3/11 Dangers of Chaos Game Representation Tomoya SUZUKI, Tohru IKEGUCHI, Masuo SUZUKI, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Iterative function systems are often used for investigating fractal structures. The method is also referred as Chaos Game Representation (CGR), and is applied for representing characteristic structures of DNA sequences visually. In the present paper, we show spurious existence of characteristic structures of time series, if we apply the CGR to real time series. We reveal that the source of spurious identification comes from nonuniformity of the frequency histograms of the time series, which is often the case of analyzing real time series. We also show how to avoid such spurious identification by using the method of surrogate data and introducing conditional probabilities of the time series. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | chaos game representation / the method of surrogate data / time-series analysis |
Paper # | NLP2002-147 |
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Committee | NLP |
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Conference Date | 2003/3/11(1days) |
Place (in Japanese) | (See Japanese page) |
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Registration To | Nonlinear Problems (NLP) |
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Language | ENG |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Dangers of Chaos Game Representation |
Sub Title (in English) | |
Keyword(1) | chaos game representation |
Keyword(2) | the method of surrogate data |
Keyword(3) | time-series analysis |
1st Author's Name | Tomoya SUZUKI |
1st Author's Affiliation | Graduate School of Science, Tokyo University of Science() |
2nd Author's Name | Tohru IKEGUCHI |
2nd Author's Affiliation | Graduate School of Science and Engineering, Saitama University |
3rd Author's Name | Masuo SUZUKI |
3rd Author's Affiliation | Graduate School of Science, Tokyo University of Science |
Date | 2003/3/11 |
Paper # | NLP2002-147 |
Volume (vol) | vol.102 |
Number (no) | 725 |
Page | pp.pp.- |
#Pages | 6 |
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