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On the Spectral Degeneracy of Wavelet Transforms of Fractional Brownian Motion

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Existence of spectral density of wavelet transform in the case of fractional Brownian motion is proved by Kato and Masry (1999). Given their results, we provide supplementary results on spectral behavior at thezero frequency. It is found that the spectral density at the zero frequency, determined by the memory parameter and the number of vanishing moments of the wavelets, generates possible degeneracy. Our results can be understood as spectral version of decorrelation properties of wavelet transforms.

Abstract

Existence of spectral density of wavelet transform in the case of fractional Brownian motion is proved by Kato and Masry (1999). Given their results, we provide supplementary results on spectral behavior at thezero frequency. It is found that the spectral density at the zero frequency, determined by the memory parameter and the number of vanishing moments of the wavelets, generates possible degeneracy. Our results can be understood as spectral version of decorrelation properties of wavelet transforms.

참고문헌 (9)

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  3. Flandrin, B., "On the spectrum of fractional Brownian motion", IEEE Transactions on Information Theory, 35, pp.197~199 (1989)
  4. Flandrin, B., "Wavelet analysis and synthesis of fractional Brownian motion", IEEE Transactions on Information Theory, 38, pp.910~917 (1992)
  5. Hernandez, E., "A first course on wavelets" (1996), CRC Press
  6. Kato, T., "On the spectral density of the wavelet transform of fractional Brownian motion", Journal of Time Series Analysis, 20, pp.559~563 (1999)
  7. Percival, D., "Wavelet methods for time series analysis, Cambridge series in statistical and probabilistic mathematics" (2000), Cambridge University Press
  8. Tewfik, R., "Correlation structure of the discrete wavelet coefficients of fractional Brownian motion", IEEE Transactions on Information Theory, 38, pp.904~909 (1992)
  9. Sowell, F., "The fractional unit root distribution", Econometrica, 58(2), pp.495~505 (1990)

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