The Cosparse Analysis Model and Algorithms

Details The Cosparse Analysis Model and Algorithms The Cosparse Analysis Model and Algorithms

2011-06-24

arxiv.org/abs/1106.4987v1

Mathematics

Numerical Analysis

Submitted (2011)

Scientific paper

10.1016/j.acha.2012.03.006

After a decade of extensive study of the sparse representation synthesis model, we can safely say that this is a mature and stable field, with clear theoretical foundations, and appealing applications. Alongside this approach, there is an analysis counterpart model, which, despite its similarity to the synthesis alternative, is markedly different. Surprisingly, the analysis model did not get a similar attention, and its understanding today is shallow and partial. In this paper we take a closer look at the analysis approach, better define it as a generative model for signals, and contrast it with the synthesis one. This work proposes effective pursuit methods that aim to solve inverse problems regularized with the analysis-model prior, accompanied by a preliminary theoretical study of their performance. We demonstrate the effectiveness of the analysis model in several experiments.

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