Inverse Covariance and Partial Correlation Matrix Estimation via Joint Partial Regression

Samuel Erickson, Tobias Rydén

We present a method for estimating sparse high-dimensional inverse covariance and partial correlation matrices, which exploits the connection between the inverse covariance matrix…