Before revision:  We suggest how to track such dynamic network connections on a daily basis using time-varying parameter vector auto-regressions. Empirically, we characterize the short-term and long-term risks from a large-scale dynamic network on all S P500 constituents' return volatilities.
After revision:  P500 constituents' return volatilities.