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Wavelet transform

From Academic Kids

The wavelet transform is a transformation to basis functions that are localized in scale and in time as well (where the Fourier transform is only localized in frequency, never giving any information about where in space or time the frequency happens). The frequency (similar in that sense to Fourier-related transforms) is derived from the scale. As basis functions one uses wavelets. These functions are scaled and convolved with the function you are analysing all over the time axis. Regarding the discrete version of the wavelet transform, the big advantage over the Fourier transform is the temporal (or spatial) locality of the base functions (see also short-time Fourier transform) and the smaller complexity (O(N) instead of O(N log N) for the fast Fourier transform (where N is the data size)).

In the likeness of the uncertainty principle the restriction for wavelet transform resolution can be written down:

<math> \Delta x\Delta\omega \ge \frac{1}{4\pi}<math>

and this result better in <math> 8\pi<math> times as compared to the Fourier transform

Important applications are:

Types of wavelet transforms:

History

See also

Other time-frequency transforms:


External links

ja:ウェーブレット変換

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