Publications:
Year: 2002
1. Ponce De León, Pedro José; Iñesta, José Manuel
"Musical Style Identification Using Self-Organising Maps"
, vol. Second International Conference on Web Delivering of Music (WEDELMUSIC), pp. 82-89. Darmstadt, Alemania (2002)
Abstract:
In this paper the capability of using self-organising neural maps (SOM)
as music style classifiers from symbolic specifications of musical fragments
is studied. From MIDI file sources, the monophonic melody track is extracted
and cut into fragments of equal length. From these sequences, melodic,
harmonic, and rhythmic numerical descriptors are computed and presented
to the SOM. Their performance is analysed in terms of separability in
different music classes from the activations of the map, obtaining different
degrees of succeed. This scheme has a number of applications like indexing and
selecting musical databases or the evaluation of style-specific automatic
composition systems.