We introduce a neural network, known as SONNETMAP, capable of automatic segmentation, learning and retrieval of melodies. SONNET-MAP is a synthesis of the SONNET (Self-Organizing Neural NETwork) architecture (Nigrin, 1993) and an associative map derived from ARTMAP (Carpenter, Grossberg, and Reynolds, 1991). SONNET-MAP automatically segments a melody based on pitch and rhythmic grouping cues. S...