In this article, we first generalize the Conditional Auto-Regressive Expected Shortfall (CARES) model by introducing loss exceedances of all (other) listed companies in related to each firm, thus proposing CARES-X (where ‘X’, as usual, stands for eXtended case large-dimensional problems). Second, construct a regularized network US financial Least Absolute Shrinkage and Selection Operator estima...