Conclusions

Applying the autoregressive model to EEG signals allows enhanced time-frequency analysis of non-periodic non-linear components of the signal

MP analysis of residuals makes possible detection of low amplitude transients

This combined approach can aid detection and localization of seizure onset but more cases are required to correlate patterns with focus localization and dynamics of spread.

Supported by NIH grant NS 33732.