• DocumentCode
    575184
  • Title

    Melody generation system based on generalization by human causal intuition

  • Author

    Ohmura, Hidefumi ; Shibayama, Takuro ; Takahashi, Tatsuji ; Shibuya, Satoshi ; Okanoya, Kazuo ; Furukawa, Kiyoshi

  • Author_Institution
    JST, ERATO, Japan
  • fYear
    2012
  • fDate
    20-23 Aug. 2012
  • Firstpage
    2005
  • Lastpage
    2010
  • Abstract
    In this paper, we import the Cognitive Biases to the field of music generation, and point out its merit. We adopt the Loosely Symmetric (LS) Model based on human illogical biases of cognition, which includes the symmetric bias and the mutual exclusivity bias, as a melody generation. We regard features of melodies as the simplest sequence of transitional events from preceding note to succeeding note. The system with built-in cognitive bias extracts feature quantities of existing melodies, and generates short melodies from features of existing melodies. Compared to melodies from Conditional Probability (CP) model and Rigidly Symmetric (RS) model, melodies from LS model affected by the symmetric bias and the mutual exclusivity bias. This result indicates that it is possible to generate melody in a more human-like way through the use of a system.
  • Keywords
    cognition; music; probability; CP; LS; RS; cognitive biases; conditional probability; human causal intuition; loosely symmetric; melody generation system; music generation; rigidly symmetric; Cognition; Computational modeling; Educational institutions; Feature extraction; Humans; Load modeling; Presses; expectation; human cognitive bias; loosely symmetric model; melody generation; mutual exclusivity bias; symmetric bias;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    SICE Annual Conference (SICE), 2012 Proceedings of
  • Conference_Location
    Akita
  • ISSN
    pending
  • Print_ISBN
    978-1-4673-2259-1
  • Type

    conf

  • Filename
    6318342