Title :
Multiresolution approximation using shifted splines
Author :
Müller, Frank ; Brigger, Patrick ; Illgner, Klaus ; Unser, Michael
Author_Institution :
Inst. fur Elektrische Nachrichtentech., Tech. Hochschule Aachen, Germany
fDate :
9/1/1998 12:00:00 AM
Abstract :
We consider the construction of least squares pyramids using shifted polynomial spline basis functions. We derive the pre and post-filters as a function of the degree n and the shift parameter Δ. We show that the underlying projection operator is entirely specified by two transfer functions acting on the even and odd signal samples, respectively. We introduce a measure of shift invariance and show that the most favorable configuration is obtained when the knots of the splines are centered with respect to the grid points (i.e., Δ=1/2 when n is odd and Δ=0 when n is even). The worst case corresponds to the standard multiresolution setting where the spline spaces are nested
Keywords :
filtering theory; least squares approximations; signal resolution; signal sampling; splines (mathematics); transfer functions; grid points; least squares pyramids; multiresolution approximation; polynomial spline basis functions; post-filters; pre-filters; projection operator; shift invariance; shifted splines; signal samples; transfer functions; Character generation; Continuous wavelet transforms; Energy resolution; Least squares approximation; Least squares methods; Polynomials; Signal representations; Signal resolution; Transfer functions; Wavelet transforms;
Journal_Title :
Signal Processing, IEEE Transactions on