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ADMM Algorithm for Graphical Lasso with an $\ell_{\infty}$ Element-wise Norm Constraint

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arxiv 1311.7198 v1 pith:MJSDFNTY submitted 2013-11-28 cs.LG math.OCstat.ML

classification cs.LGmath.OCstat.ML
keywords algorithmproblemadmmconstraintelement-wisegraphicalinftylasso
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abstract

We consider the problem of Graphical lasso with an additional $\ell_{\infty}$ element-wise norm constraint on the precision matrix. This problem has applications in high-dimensional covariance decomposition such as in \citep{Janzamin-12}. We propose an ADMM algorithm to solve this problem. We also use a continuation strategy on the penalty parameter to have a fast implemenation of the algorithm.

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