Non-asymptotic Estimation of Sparse Partial Correlation via Joint Partial Regression

Samuel Erickson, Tobias Rydén

Partial correlation analysis is widely used in modern multivariate analysis. However, prior methods lack non-asymptotic guarantees and have slow asymptotic estimation rates. We pre…