• DocumentCode
    3268470
  • Title

    The Influence of Chord Duration Modeling on Chord and Local Key Extraction

  • Author

    Pauwels, Johan ; Martens, Jean-Pierre ; Leman, Marc

  • Author_Institution
    Dept. of Electron. & Inf. Syst., Ghent Univ., Ghent, Belgium
  • Volume
    2
  • fYear
    2011
  • fDate
    18-21 Dec. 2011
  • Firstpage
    136
  • Lastpage
    141
  • Abstract
    In this paper, we investigate the effect of different types of chord duration modeling on the performance of a simultaneous chord and local key extraction system. Two hypotheses are examined, (1) whether the introduction of multiple states per key-chord combination makes any difference as it changes the prior duration from a geometric distribution to a negative binomial distribution, and (2) whether making the prior mean duration of a key-chord combination a function of the chord has a positive effect. We found that the introduction of multiple states per key-chord has no influence on neither key nor chord extraction performance, but making the mean duration a function of the chord interpreted in its key leads to an increase in the key estimation capabilities.
  • Keywords
    binomial distribution; information retrieval; music; Western polyphonic music; chord duration modeling; chord extraction system; geometric distribution; key estimation capabilities; key-chord combination; local key extraction system; mean duration; music information retrieval; negative binomial distribution; Acoustics; Data mining; Data models; Harmonic analysis; Hidden Markov models; Psychoacoustic models; Vectors; chord extraction; duration modeling; key extraction; music information retrieval;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Applications and Workshops (ICMLA), 2011 10th International Conference on
  • Conference_Location
    Honolulu, HI
  • Print_ISBN
    978-1-4577-2134-2
  • Type

    conf

  • DOI
    10.1109/ICMLA.2011.141
  • Filename
    6147662