A nonlinear causality measure in the frequency domain: Nonlinear partial directed coherence with applications to EEG

The proposed new method has important advantages over the classical linear measures, because detecting nonlinear dependencies has become more and more important in characterizing functional couplings in neuronal and biological systems.