Scalable Computation of Regularized Precision Matrices via Stochastic Optimization

Yves F. Atchadé, Rahul Mazumder, Jie Chen

We consider the problem of computing a positive definite $p\times p$ inverse covariance matrix aka precision matrix $\theta =({\theta }_{ij})$ which optimizes a regularized Gaussian maximum lik…