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A First Course on Wavelets by Eugenio Hernandez, Guido Weiss (Hardback, 1996)

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In these areas wavelet-like algorithms replace the classical Fourier-type expansion of a function. This unique new book is an excellent introduction to the basic properties of wavelets, from background math to powerful applications.