Abstract: A method and a system are provided for detection of seizures by applying advanced numerical analysis techniques to digitized waveforms of an electroencephalogram (EEG) recording. In an embodiment, the advanced numerical analysis techniques implemented in the method and system for detecting seizures include a combination of matching pursuit, neural network rules, and connected-object clustering algorithms.