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
Link To Document :
بازگشت