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Lately, a wealth of regularizers have come into being. The area of model selection has generated a great amount of interest. Many times, we would like to control the complexity of the model, but do so also by promoting some kind of desired structure (sparsity, group sparsity, low rank, ...) I was wondering if there are any good literature survey of regularization. Any relevant references will be appreciated. It is hard to keep up with all the existing regularizers (sparsity-inducing regularizers, mixed norm regularizers, matrix norms regularizers, atomic norm regularizers, ...). |
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Not sure about relevant survey papers, but the following links may help: http://www.disi.unige.it/dottorato/corsi/RegMet2011/ http://www.disi.unige.it/dottorato/corsi/RegMet2012/ |