Independent Subspace Analysis Using Three Scatter Matrices

被引：0
|
作者：
Nordhausen, Klaus [1 ]
Oja, Hannu [1 ]
机构：
[1] Univ Tampere, Sch Hlth Sci, FIN-33014 Tampere, Finland
来源：
AUSTRIAN JOURNAL OF STATISTICS | 2011年 / 40卷 / 1-2期
基金：
芬兰科学院;
关键词：
Independent Component Analysis; Source Separation;
D O I：
暂无
中图分类号：
O21 [概率论与数理统计]; C8 [统计学];
学科分类号：
020208 ; 070103 ; 0714 ;
摘要：
In independent subspace analysis (ISA) one assumes that the components of the observed random vector are linear combinations of the components of a latent random vector with independent subvectors. The problem is then to find an estimate of a transformation matrix to recover the independent subvectors. Regular independent component analysis (ICA) is a special case. In this paper we show how three scatter matrices with the so called block independence property can be used in independent subspace analysis. The procedure is illustrated with a small example.
引用
收藏
页码：93 / 101
页数：9
相关论文
共 50 条
  • [31] Discrimination of three dimensional fluorescence spectra based on wavelet analysis and independent component analysis
    Yu, Xiaoya
    Zhang, Yujun
    Yin, Gaofang
    Zhao, Nanjing
    Xiao, Xue
    Lu, Changhua
    Gao, Yanwei
    Zhang, Wei
    SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 2014, 124 : 52 - 58
  • [32] Vehicle's vibration analysis using independent component analysis
    Nakamura H.
    Nakano K.
    Nihon Kikai Gakkai Ronbunshu, C Hen/Transactions of the Japan Society of Mechanical Engineers, Part C, 2010, 76 (765): : 1163 - 1170
  • [33] Removal of EOG Artifacts from EEG Recordings Using Stationary Subspace Analysis
    Zeng, Hong
    Song, Aiguo
    SCIENTIFIC WORLD JOURNAL, 2014,
  • [34] Boosting Independent Component Analysis
    Li, YunPeng
    Ye, ZhaoHui
    IEEE SIGNAL PROCESSING LETTERS, 2022, 29 : 1367 - 1371
  • [35] Learning independent components on the orthogonal group of matrices by retractions
    Fiori, Simone
    NEURAL PROCESSING LETTERS, 2007, 25 (03) : 187 - 198
  • [36] Learning independent components on the orthogonal group of matrices by retractions
    Simone Fiori
    Neural Processing Letters, 2007, 25 : 187 - 198
  • [37] Analysis of Diesel engine combustion using imaging and independent component analysis
    Bizon, Katarzyna
    Lombardi, Simone
    Continillo, Gaetano
    Mancaruso, Ezio
    Vaglieco, Bianca Maria
    PROCEEDINGS OF THE COMBUSTION INSTITUTE, 2013, 34 : 2921 - 2931
  • [38] Imaging brain dynamics using independent component analysis
    Jung, TP
    Makeig, S
    McKeown, MJ
    Bell, AJ
    Lee, TW
    Sejnowski, TJ
    PROCEEDINGS OF THE IEEE, 2001, 89 (07) : 1107 - 1122
  • [39] Microarray sample clustering using independent component analysis
    Zhu, Lei
    Tang, Chun
    PROCEEDINGS OF THE 2006 IEEE/SMC INTERNATIONAL CONFERENCE ON SYSTEM OF SYSTEMS ENGINEERING, 2006, : 112 - +
  • [40] Electrogastrogram extraction using independent component analysis with references
    Cheng Peng
    Xiang Qian
    Datian Ye
    Neural Computing and Applications, 2007, 16 : 581 - 587
12345