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Estimating Multiple Precision Matrices With Cluster Fusion Regularization

Estimating Multiple Precision Matrices With Cluster Fusion Regularization

We propose a penalized likelihood framework for estimating multiple precision matrices from different classes. Most existing methods either incorporate no information on relationships between the precision matrices or require this information be known a priori. The framework proposed in this article allows for simultaneous estimation of the precision matrices and …