Author: Steven W. Smith
I found this to be an excellent book which makes DSP concepts and terminology accessible to self-learners. The author intersperses examples aimed at giving an intuitive understanding of the subject matter throughout the book, and backs up these examples with clear explanations of the concepts themselves. HIGHLY RECOMMENDED.