Abstract
Pseudo-splines of integer order (m, ℓ) were introduced by Daubechies, Han, Ron, and Shen as a family which allows interpolation between the classical B-splines and the Daubechies’ scaling functions. The purpose of this paper is to generalize the pseudo-splines to fractional and complex orders (z, ℓ) with α ≔ Re z ≥ 1. This allows increased flexibility in regard to smoothness: instead of working with a discrete family of functions from Cm, m∈N0, one uses a continuous family of functions belonging to the Hölder spaces Cα−1. The presence of the imaginary part of z allows for direct utilization in complex transform techniques for signal and image analyses. We also show that in analogue to the integer case, the generalized pseudo-splines lead to constructions of Parseval wavelet frames via the unitary extension principle. The regularity and approximation order of this new class of generalized splines is also discussed.
Original language | English |
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Journal | Applied Mathematics and Computation |
Volume | 314 |
Pages (from-to) | 12-24 |
ISSN | 0096-3003 |
DOIs | |
Publication status | Published - 2017 |
Keywords
- Numerical Methods
- Filters
- Fractional and complex B-splines
- Framelets
- Parseval frames
- Pseudo-splines
- Unitary extension principle (UEP)
- Computational methods
- Filters (for fluids)
- Mathematical techniques
- Approximation orders
- B splines
- Extension principles
- Imaginary parts
- Increased flexibility
- Scaling functions
- Interpolation