This book presents a mathematical introduction to the theory of orthogonal wavelets and their uses in analysing functions and function spaces both in one and in several variables. Starting with a detailed and self contained discussion of the general construction of one dimensional wavelets from multiresolution analysis the book presents in detail the most important wavelets: spline wavelets Meyer''s wavelets and wavelets with compact support. It then moves to the corresponding multivariable theo