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Analytically, by integrating the energy density over an integer number of periods, we get
The result is not as sharp as in the Fourier case, where the
spike at frequency is due to the exceptionally
good match between the analyzing function (a sine wave) and the
signal - an occurence that is common in linear system response,
but not in non-linear phenomena. The compromise we reached
in allowing for single bump localization (something Fourier cannot
do) reduces the spectral accuracy.
This can be expressed mathematically as follows. Denote by
the Fourier transform of the signal,
the Fourier transform
of the Mexican hat wavelet. Then, substitutions and simple
manipulations of the integrals give the alternative expression
of the wavelet transform: