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A method and algorithm for automatic detection of epileptiform seizures, sleep spindles, and other high voltage rhythmic activity were developed. They based on the analysis of the ridges of EEG wavelet-transformation. The no informative points of the ridge are removed adaptively on the basis of power spectral density histograms analysis.

Method of automated epileptiform seizures and sleep spindles detection in the wavelet spectrogram of rats' EEG