• DocumentCode
    3404397
  • Title

    Optimization-quantization for least squares estimates and its application for lossless audio compression

  • Author

    Ghido, Florin ; Tabus, l.

  • Author_Institution
    Inst. of Signal Process., Tampere Univ. of Technol., Tampere
  • fYear
    2008
  • fDate
    March 31 2008-April 4 2008
  • Firstpage
    193
  • Lastpage
    196
  • Abstract
    In this paper we study the problem of optimally quantizing the least square estimates and we introduce a method where the quantized estimate vector is obtained by a sequence of interleaved optimization-quantization scalar stages. We show how the general approach can be reduced to a simple and efficient algorithm when connecting it to the LDLT solver for general LS problems. The application to quantization of the linear prediction coefficients for audio lossless coding reveals the high performance of the approach, leading to topmost performance in the class of frame based audio coders, surpassing significantly the performance of the current MPEG4-ALS standard.
  • Keywords
    audio coding; least mean squares methods; quantisation (signal); audio lossless coding; interleaved optimization-quantization scalar stages; least squares estimates; lossless audio compression; Audio compression; Code standards; Least squares approximation; Least squares methods; Linear predictive coding; Optimization methods; Performance loss; Quantization; Transform coding; Vectors; MPEG4-ALS standard; least squares; linear prediction; lossless audio compression; optimal quantization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE International Conference on
  • Conference_Location
    Las Vegas, NV
  • ISSN
    1520-6149
  • Print_ISBN
    978-1-4244-1483-3
  • Electronic_ISBN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2008.4517579
  • Filename
    4517579