Late regression in adolescence is associated with severe seizure and aggression. Being able to predict who will have seizures can allow us to implement treatments to prevent the regression from occurring. We have longitudinal EEG recording on patients would can be processed with advanced signal processing and machine learning algorithms to identify a signature on the future development of seizures.