Genetic Programming for Musical Sound Analysis

Created by W.Langdon from gp-bibliography.bib Revision:1.3973

@InProceedings{Loughran:2012:EvoMUSART,
  author =       "Roisin Loughran and Jacqueline Walker and 
                 Michael O'Neill and James McDermott",
  title =        "Genetic Programming for Musical Sound Analysis",
  booktitle =    "Proceedings of the 1st International Conference on
                 Evolutionary and Biologically Inspired Music, Sound,
                 Art and Design, EvoMUSART 2012",
  year =         "2012",
  month =        "11-13 " # apr,
  editor =       "Penousal Machado and Juan Romero and 
                 Adrian Carballal",
  series =       "LNCS",
  volume =       "7247",
  publisher =    "Springer Verlag",
  address =      "Malaga, Spain",
  pages =        "176--186",
  organisation = "EvoStar",
  isbn13 =       "978-3-642-29141-8",
  DOI =          "doi:10.1007/978-3-642-29142-5_16",
  keywords =     "genetic algorithms, genetic programming, Musical
                 Information Retrieval, timbre",
  abstract =     "This study uses Genetic Programming (GP) in developing
                 a classifier to distinguish between five musical
                 instruments. Using only simple arithmetic and Boolean
                 operators with 95 features as terminals, a program is
                 developed that can classify 300 unseen samples with an
                 accuracy of 94percent. The experiment is then run again
                 using only 14 of the most often chosen features.
                 Limiting the features in this way raised the best
                 classification to 94.3percent and the average accuracy
                 from 68.2percent to 75.67percent. This demonstrates
                 that not only can GP be used to create a classifier but
                 it can be used to determine the best features to choose
                 for accurate musical instrument classification, giving
                 an insight into timbre.",
  notes =        "Part of \cite{Machado:2012:EvoMusArt_proc}
                 EvoMUSART'2012 held in conjunction with EuroGP2012,
                 EvoCOP2012, EvoBIO2012 and EvoApplications2012",
}

Genetic Programming entries for Roisin Loughran Jacqueline Walker Michael O'Neill James McDermott

Citations