Mathematical modeling for signal sources are discussed along with how to use the appropriate model for tasks such as denoising, restoration, separation interpolation, and extrapolation, compression, sampling, analysis and synthesis, detection, recognition, and more. The presentation is elegant and attractive. Rare and Redundant Representations intended for graduate students in applied mathematics and electrical engineering, and applied mathematicians, engineers, and researchers active in the field of signal and image processing.