Wavelet q-Fisher Information for Scaling Signal Analysis

Autor: Joel Trejo-Sanchez, Francisco Manzano-Pinzón, Luis Rizo-Dominguez, Jesús Argaez-Xool, Deni Torres-Román, Julio Ramírez-Pacheco
Jazyk: angličtina
Rok vydání: 2012
Předmět:
Zdroj: Entropy, Vol 14, Iss 8, Pp 1478-1500 (2012)
Druh dokumentu: article
ISSN: 1099-4300
DOI: 10.3390/e14081478
Popis: Abstract: This article first introduces the concept of wavelet q-Fisher information and then derives a closed-form expression of this quantifier for scaling signals of parameter α. It is shown that this information measure appropriately describes the complexities of scaling signals and provides further analysis flexibility with the parameter q. In the limit of q → 1, wavelet q-Fisher information reduces to the standard wavelet Fisher information and for q > 2 it reverses its behavior. Experimental results on synthesized fGn signals validates the level-shift detection capabilities of wavelet q-Fisher information. A comparative study also shows that wavelet q-Fisher information locates structural changes in correlated and anti-correlated fGn signals in a way comparable with standard breakpoint location techniques but at a fraction of the time. Finally, the application of this quantifier to H.263 encoded video signals is presented.
Databáze: Directory of Open Access Journals