Considerable amounts of high-dimensional signals are continuously being acquired, whether audio, images, videos, or specialized signals for example in geophysics or medicine. Automatic classification and retrieval is strongly needed to analyze and access these massive data sets, but current algorithms often produce too many errors. For high-dimensional signals, supervised classification algorithms ...