Dictionary Learning for Sparse Coding: Algorithms and Convergence Analysis

@article{Bao2016DictionaryLF,
  title={Dictionary Learning for Sparse Coding: Algorithms and Convergence Analysis},
  author={Chenglong Bao and Hui Ji and Yuhui Quan and Zuowei Shen},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
  year={2016},
  volume={38},
  pages={1356-1369}
}
In recent years, sparse coding has been widely used in many applications ranging from image processing to pattern recognition. Most existing sparse coding based applications require solving a class of challenging non-smooth and non-convex optimization problems. Despite the fact that many numerical methods have been developed for solving these problems, it remains an open problem to find a numerical method which is not only empirically fast, but also has mathematically guaranteed strong… CONTINUE READING
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