Higher-order moments for musical genre classification

被引:16
|
作者
Seo, Jin S. [1 ]
Lee, Seungjae [2 ]
机构
[1] Gangneung Wonju Natl Univ, Dept EE, Wonju, South Korea
[2] Elect & Telecommun Res Inst, Content Res Div, Taejon, South Korea
关键词
Musical genre classification; Moment; Skewness; Kurtosis; Spectral contrast;
D O I
10.1016/j.sigpro.2011.03.019
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents a study on the performance of the higher-order moments for musical genre classification. Especially the skewness and the kurtosis of the octave-scale subbands are considered. Experimental results on the widely used music datasets show that the higher-order moment features can improve classification accuracy when combined with the conventional lower-order moment features. (C) 2011 Elsevier B.V. All rights reserved.
引用
收藏
页码:2154 / 2157
页数:4
相关论文
共 50 条
  • [1] Musical genre classification using higher-order statistics
    Avcu, Neslihan
    Kuntalp, Damla Guerkan
    Alpkocak, Adil
    2007 IEEE 15TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS, VOLS 1-3, 2007, : 826 - +
  • [2] Calculation of higher-order moments by higher-order tensor renormalization group
    Morita, Satoshi
    Kawashima, Naoki
    COMPUTER PHYSICS COMMUNICATIONS, 2019, 236 : 65 - 71
  • [3] Options on portfolios with higher-order moments
    Bhandari, Rishabh
    Das, Sanjiv R.
    FINANCE RESEARCH LETTERS, 2009, 6 (03) : 122 - 129
  • [4] HIGHER-ORDER MOMENTS IN MACROTRANSPORT PROCESSES
    NADIM, A
    PAGITSAS, M
    BRENNER, H
    JOURNAL OF CHEMICAL PHYSICS, 1986, 85 (09): : 5238 - 5245
  • [5] On the Informativity of Higher-Order Moments in Chromatography
    Larin, A., V
    COLLOID JOURNAL, 2019, 81 (05) : 527 - 531
  • [6] An intertemporal CAPM with higher-order moments
    Fang, Jeewon
    Kang, Jangkoo
    NORTH AMERICAN JOURNAL OF ECONOMICS AND FINANCE, 2017, 42 : 314 - 337
  • [7] On higher-order moments of INGARCH processes
    Weiss, Christian H.
    STATISTICS & PROBABILITY LETTERS, 2024, 214
  • [8] On the Informativity of Higher-Order Moments in Chromatography
    A. V. Larin
    Colloid Journal, 2019, 81 : 527 - 531
  • [9] Vanishing of higher-order moments on Lipschitz curves
    Brudnyi, Alexander
    BULLETIN DES SCIENCES MATHEMATIQUES, 2008, 132 (03): : 165 - 181
  • [10] Higher-order moments of spline chaos expansion
    Rahman, Sharif
    PROBABILISTIC ENGINEERING MECHANICS, 2024, 77