A wavelet



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A wavelet

We will start with a simple wavelet: the `Mexican hat', shown on Fig. 2. We prefer to use the Mexican hat `upside-down', with a central trough (top of the hat) and two symmetric bumps on either side (the curled rim).




Figure 2: The Mexican hat wavelet


It is important to note that, for this to be a wavelet, the positive and negative areas `under' the curve must cancel out. This is known as the admissibility condition. Analytically, the Mexican hat wavelet is represented by



i.e. the second derivative of the Gaussian bell curve. The admissibility condition, spelled out in mathematical references (Daubechies, 1992; see also section 16), is satisfied as long as


The admissibility condition ensures that the inverse transform and Parseval formula are applicable.

Selection of the wavelet shape is one of the important decisions on the user's part. It is similar to the choice of instruments of observation, like X-rays or filtered colored light or infra-red; or again like the selection of dyes as specific markers of biological tissues: each will show a part of the reality with specificity, and each reveals something that the others had concealed. This analogy has to be revised below: each view contains all the information!



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Jacques Lewalle
Mon Nov 13 10:51:25 EST 1995