• DocumentCode
    730542
  • Title

    Analysis of H-sssi processes using the crossing tree: An alternative to wavelets

  • Author

    Decrouez, G. ; Amblard, P.-O.

  • Author_Institution
    Higher Sch. of Econ., Nat. Res. Univ., Moscow, Russia
  • fYear
    2015
  • fDate
    19-24 April 2015
  • Firstpage
    3512
  • Lastpage
    3515
  • Abstract
    In this study we use the crossing tree of a signal for the purpose of analysis of H-sssi processes. The crossing tree performs an ad-hoc decomposition of a signal adapted to its dynamics, and represents a natural tool for the analysis of its local fluctuations. We present here a new multifractal formalism and a novel approach for estimating the spectrum of singularities of H-sssi processes using the crossing-tree. The performance of the crossing-tree based method is demonstrated in a numerical study. Its performance is also compared with state-of-the-art techniques based on wavelets, including wavelet-leaders.
  • Keywords
    decomposition; fractals; signal processing; trees (mathematics); wavelet transforms; H-sssi processes; ad-hoc decomposition; crossing-tree based method; multifractal formalism; wavelet-leaders; Estimation; Fractals; Harmonic analysis; Linear regression; Periodic structures; Signal resolution; Wavelet analysis; H-sssi processes; adaptative decomposition; crossing tree; multifractal formalism; wavelets;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on
  • Conference_Location
    South Brisbane, QLD
  • Type

    conf

  • DOI
    10.1109/ICASSP.2015.7178624
  • Filename
    7178624