Essential Wavelets for Statistical Applications and Data Analysis

I once heard the book by Meyer (1993) described as a "vulgarization" of wavelets. Enough theory is given to help the reader gain a basic understanding of how wavelets work in practice, but much of the theory can be presented using only a basic level of mathematics.