Our methodology is divided into two stages: feature extraction and pattern recognition. Oximetric recordings are parameterized by means of 16 features from four feature subsets to compose the initial feature set from oximetry: time domain statistics, frequency domain statistics, conventional spectral measures and nonlinear features. All features are computed for each whole overnight recording.