This chapter contains sections titled: Introduction Higher Order Statistics: Definition and Main Properties Bispectrum and Bicoherence: Definitions, Properties, and Estimation Methods Analysis of Nonlinear Signals: Quadratic Phase Coupling Identification of Linear Systems Interaction Among Cardiorespiratory Signals Clinical Applications of HOS: Bispectral Index for Assessment of Anaesthesia Depth