Processing near infrared Spectroscopy signals using canonical correlation analysis

被引:0
|
作者
Ciftci, Koray [1 ]
Sankur, Bulent [2 ]
Akin, Ata [1 ]
Kahya, Yasemin P. [2 ]
机构
[1] Bogazici Univ, Biyomedikal Muhendisligi Enstitusu, Istanbul, Turkey
[2] Bogazici Univ, Elekt & Elekt Muhendisligi Bolumu, TR-34342 Istanbul, Turkey
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Functional near infrared spectroscopy signals (MRS) are measured by a number of LED-detector pairs. Estimation of event related responses from these signals needs multivariate analysis methods. This study concentrates on a particular multivariate method, namely the canonical correlation analysis and investigates its use for eliminating trend and noise effects from fNIRS signals and estimating event related haemodynamic response. Proposed methods are applied to real cognitive data for validation.
引用
收藏
页码:778 / +
页数:2
相关论文
共 50 条
  • [1] Calibration transfer of near-infrared spectroscopy by canonical correlation analysis coupled with wavelet transform
    Bin, Jun
    Li, Xin
    Fan, Wei
    Zhou, Ji-heng
    Wang, Cheng-wei
    ANALYST, 2017, 142 (12) : 2229 - 2238
  • [2] Partial correlation-based functional connectivity analysis for functional near-infrared spectroscopy signals
    Akin, Ata
    JOURNAL OF BIOMEDICAL OPTICS, 2017, 22 (12)
  • [3] Improved calibration transfer between near-Infrared (NIR) spectrometers using canonical correlation analysis
    Yang, Junxing
    Lou, Xiaoping
    Yang, Hongqi
    Yang, Huibing
    Liu, Chaoying
    Wu, Jingjing
    Bin, Jun
    ANALYTICAL LETTERS, 2019, 52 (14) : 2188 - 2202
  • [4] Polymer analysis using near infrared spectroscopy
    Pigm Resin Technol, 6 (387):
  • [5] Analysis of betaines using near infrared spectroscopy
    Ibarra, E
    Valencia, O
    Pérez, H
    JOURNAL OF NEAR INFRARED SPECTROSCOPY, 2005, 13 (03) : 133 - 138
  • [6] CANONICAL CORRELATION-ANALYSIS OF MIDINFRARED AND NEAR-INFRARED OIL SPECTRA
    DEVAUX, MF
    ROBERT, P
    QANNARI, A
    SAFAR, M
    VIGNEAU, E
    APPLIED SPECTROSCOPY, 1993, 47 (07) : 1024 - 1029
  • [7] On fractality of functional near-infrared spectroscopy signals: analysis and applications
    Zhu, Li
    Haghani, Sasan
    Najafizadeh, Laleh
    NEUROPHOTONICS, 2020, 7 (02)
  • [8] Denoising of HD-sEMG signals using canonical correlation analysis
    M. Al Harrach
    S. Boudaoud
    M. Hassan
    F. S. Ayachi
    D. Gamet
    J. F. Grosset
    F. Marin
    Medical & Biological Engineering & Computing, 2017, 55 : 375 - 388
  • [9] Denoising of HD-sEMG signals using canonical correlation analysis
    Al Harrach, M.
    Boudaoud, S.
    Hassan, M.
    Ayachi, F. S.
    Gamet, D.
    Grosset, J. F.
    Marin, F.
    MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2017, 55 (03) : 375 - 388
  • [10] Nonlinear canonical correlation analysis of fMRI signals using HDR models
    Wang, Defeng
    Shi, Lin
    Yeung, Daniel S.
    Tsang, Eric C. C.
    2005 27TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-7, 2005, : 5896 - 5899