The mathematical theory of ondelettes (wavelets) was developed by Yves Meyer and many collaborators about 10 years ago. It was designed for ap- proximation of possibly irregular functions and surfaces and was successfully applied in data compression, turbulence analysis, image and signal process- ing. Five years ago wavelet theory progressively appeared to be a power- ful framework for nonparametric statistical problems. Efficient computa- tional...