Before revision:  The networks are constructed from time series of stock prices. Since Mantegnaseminal paper the linear Pearson's correlation coefficient between pairs of stocks is used to determine network edges.
After revision:  Following Mantegna's seminal paper, the linear Pearson's correlation coefficient between pairs of stocks is used to determine network edges.