A Multidimensional Scaling Analysis of Musical Sounds Based on Pseudo Phase Plane
Author(s) -
Miguel F. M. Lima,
J. A. Tenreiro Machado,
António C. Costa
Publication year - 2012
Publication title -
abstract and applied analysis
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.228
H-Index - 56
eISSN - 1687-0409
pISSN - 1085-3375
DOI - 10.1155/2012/436108
Subject(s) - musical , mathematics , multidimensional scaling , scaling , mutual information , phase plane , plane (geometry) , point (geometry) , fractal dimension , fractal , statistics , mathematical analysis , geometry , art , physics , nonlinear system , quantum mechanics , visual arts
This paper studies musical opus from the point of view of three mathematical tools: entropy, pseudo phase plane (PPP), and multidimensional scaling (MDS). The experiments analyze ten sets of different musical styles. First, for each musical composition, the PPP is produced using the time series lags captured by the average mutual information. Second, to unravel hidden relationships between the musical styles the MDS technique is used. The MDS is calculated based on two alternative metrics obtained from the PPP, namely, the average mutual information and the fractal dimension. The results reveal significant differences in the musical styles, demonstrating the feasibility of the proposed strategy and motivating further developments towards a dynamical analysis of musical sounds
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