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AERFAI Summer School on Deep Learning

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Alicante July 5-6, 2017

10th international workshop on Machine Learning and Music

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Barcelona: 16th October 2017

Publications:

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  1. Ponce de León, Pedro J.; Iñesta, José M.; Pérez-Sancho, C.
    "A shallow description framework for musical style recognition"
    Lecture Notes in Computer Science, vol. 3138, pp. 871--879 (2004)
    : bibtex : ps : pdf
    Abstract:

    In the field of computer music, pattern recognition algorithms are very relevant for music information retrieval (MIR). One challenging task within this area is the automatic recognition of musical style, that has a number of applications like indexing and selecting musical databases. In this paper, the classification of monophonic melodies of two different musical styles (jazz and classical) represented symbolically as MIDI files is studied, using different classification methods: Bayesian classifier and nearest neighbour classifier. From the music sequences, a number of melodic, harmonic, and rhythmic statistical descriptors are computed and used for style recognition. We present a performance analysis of such algorithms against different description models and parameters.

@article {
 author = "Ponce de León, Pedro J.; Iñesta, José M.; Pérez-Sancho, C.",
 title  = "A shallow description framework for musical style recognition",
 issn = "0302-9743",
 journal = "Lecture Notes in Computer Science",
 pages = "871--879",
 volume = "3138",
 year = "2004"
}
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