in the map, and components extracted from the EEG-coherence will have a contribution from every electrode pair within every frequency band. The loading parameters for each component reflect the contribution of each network to that subject's whole brain seed-correlation map or EEG-coherence. Parallel ICA also models the relationship between the components estimated from each modality, such that the loading parameters between an estimated EEG-coherence component and a seed-correlation map component are correlated across all participants if they reflect the same underlying network.