• DocumentCode
    1969309
  • Title

    An investigation into infant cry and Apgar score using principle component analysis

  • Author

    Sahak, Rohilah ; Mansor, Wahidah ; Khuan, Lee Yoot ; Zabidi, Azlee ; Yasmin, Farah

  • Author_Institution
    Fac. of Electr. Eng., Univ. Technol. Mara, Shah Alam
  • fYear
    2009
  • fDate
    6-8 March 2009
  • Firstpage
    209
  • Lastpage
    214
  • Abstract
    In this paper, the cry characteristics of newborn infant were investigated and correlated with Apgar score. The Apgar score is a rapid method to evaluate the physical condition of newborn infants at 1 and 5 minutes after birth, and may be repeated later if the score is and remains low. The cry of premature and mature infants with low and normal Apgar scores was analyzed using principle component analysis (PCA). Pre-processing of the voice or unvoiced segments of cry signals include zero rate crossing, short time energy and filtering. Through principle component analysis, the reduced dimension cry signal is investigated to extract features to be correlated with Apgar scores. This work provides the foundation for the design of an automatic algorithm to replace the manual Apgar scoring system.
  • Keywords
    acoustic signal processing; bioacoustics; feature extraction; paediatrics; principal component analysis; speech; Apgar score; feature extraction; filtering; infant cry; principle component analysis; short-time energy; time 1 min; time 5 min; unvoiced segments; voice; zero rate crossing; Auditory system; Cepstral analysis; Discrete Fourier transforms; Fast Fourier transforms; Frequency domain analysis; Mel frequency cepstral coefficient; Pediatrics; Principal component analysis; Signal analysis; Signal processing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing & Its Applications, 2009. CSPA 2009. 5th International Colloquium on
  • Conference_Location
    Kuala Lumpur
  • Print_ISBN
    978-1-4244-4151-8
  • Electronic_ISBN
    978-1-4244-4152-5
  • Type

    conf

  • DOI
    10.1109/CSPA.2009.5069218
  • Filename
    5069218