Variational mode decomposition (VMD), a new method was applied in seizure detection.
A novel autoregression (AR) based quadratic feature extraction was proposed.
Four criteria, aiming at establishing optimal AR model were investigated.
AR based quadratic feature extraction outperforms fixed-order AR based feature extraction.