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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 P. J. and Iñesta J. M.
    "A Pattern Recognition Approach for Music Style Identification Using Shallow Statistical Descriptors"
    IEEE Transactions on Systems Man and Cybernetics C, vol. 37, pp. 248-257 (2007)
    : bibtex
    Abstract:

    In the field of computer music, pattern recognition algorithms are very relevant for music information retrieval (MIR) applications. One challenging task in this area is the automatic recognition of musical style, having a number of applications like indexing and selecting musical databases. From melodies symbolically represented as digital scores (standard MIDI files) a number of melodic, harmonic, and rhythmic statistical descriptors are computed and their classification capability assessed in order to build effective description models. A framework for experimenting in this problem is presented, covering the feature extraction, feature selection, and classification stages, in such a way that new features and new musical styles can be easily incorporated and tested. Different classification methods, like Bayesian classifier, nearest neighbors, and self-organising maps are applied. The performance of such algorithms against different description models and parameters is analyzed for two particular musical styles, like jazz and classical, used as an initial benchmark for our system.

@article {
 author = "Ponce de León P. J. and Iñesta J. M.",
 title  = "A Pattern Recognition Approach for Music Style Identification Using Shallow Statistical Descriptors",
 issn = "1094-6977",
 journal = "IEEE Transactions on Systems Man and Cybernetics C",
 number = "2",
 pages = "248-257",
 volume = "37",
 year = "2007"
}
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