The Quest for a Dictionary

Abstract

A fundamental ingredient in the definition of Sparse-Land’s signals and its deployment to applications is the dictionary A. How can we wisely choose A to perform well on the signals in question? This is the topic of this chapter, and our emphasis is put on learning methods for dictionaries, based on a group of examples.