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Change-point approach to data analytic wavelet thresholding

✍ Scribed by Todd Ogden; Emanuel Parzen


Book ID
104650030
Publisher
Springer US
Year
1996
Tongue
English
Weight
610 KB
Volume
6
Category
Article
ISSN
0960-3174

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✦ Synopsis


Previous proposals in data dependent wavelet threshold selection have used only the magnitudes of the wavelet coefficients in choosing a threshold for each level. Since a jump (or other unusual feature) in the underlying function results in several non-zero coefficients which are adjacent to each other, it is possible to use change-point approaches to take advantage of the information contained in the relative position of the coefficients as well as their magnitudes. The method introduced here represents an initial step in wavelet thresholding when coefficients are kept in the original order.


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A multiscale method is introduced using spherical (vector) wavelets for the computation of the earth's magnetic ΓΏeld within source regions of ionospheric and magnetospheric currents. The considerations are essentially based on two geomathematical keystones, namely (i) the Mie representation of solen