MARS: A second-order reduction algorithm for high-dimensional sparse precision matrices estimation

Qian LI, Binyan Jiang, Defeng Sun

Estimation of the precision matrix (or inverse covariance matrix) is of great importance in statistical data analysis and machine learning. However, as the number of parameters sca…