contagion and amplification. In this work, we analyse the structure and dynamics of the cross-correlation matrix of banks' loan … Matrix Theory (RMT), Principal Component Analysis (PCA) and complex networks, we aim to detect non-random patterns in the …. In particular, the correlation dynamics are mainly driven by a global common factor and a couple of "groups" factors …