where det(∙) denotes the determinant of a matrix, and 0 is a M × N matrix of zeros. In the particular case of univariate time series, the following identity holds: Pij(f)=-ln(1-ρij2(f)). Similarly to MIM, the multivariate lagged coherence is invariant under invertible and static linear transformations of input signals.