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In recent years, sparse representation theory has attracted the attention of many researchers in the signal processing, pattern recognition and computer vision communities. The choice of dictionary matrix plays a key role in the sparse representation based methods. It can be a pre-defined dictionary or can be learned via an optimization procedure. Furthermore, the dictionary learning process can be...
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