Clustered Sparse Bayesian Learning

@inproceedings{Wang2015ClusteredSB,
  title={Clustered Sparse Bayesian Learning},
  author={Yu Wang and David P. Wipf and Jeong-Min Yun and Wei James Chen and Ian J. Wassell},
  booktitle={UAI},
  year={2015}
}
Many machine learning and signal processing tasks involve computing sparse representations using an overcomplete set of features or basis vectors, with compressive sensing-based applications a notable example. While traditionally such problems have been solved individually for different tasks, this strategy ignores strong correlations that may be present in real world data. Consequently there has been a push to exploit these statistical dependencies by jointly solving a series of sparse linear… CONTINUE READING

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