Algorithm 820
Algorithm 820: A flexible implementation of matching pursuit for Gabor functions on the interval In digital signal processing it is often advantageous to analyze a given signal using an adaptive method. The signal is approximated or represented as a superposition of “basic” waveforms chosen from a dictionary of such waveforms so as to best match the signal. The matching pursuit algorithm of Mallat and Zhang is such a method and is discussed in the context of discretized Gabor functions on an interval. We describe two software implementations based on these dictionaries. Both implementations rely on functions defined on an interval to avoid edge effects. One implementation allows users to have great flexibility in the Gabor dictionary to be used. This is a useful improvement over other implementations, which only allow for a fixed dictionary. The other implementation takes advantage of the FFT algorithm and is faster. These implementations are written in C++, and can be used in practical applications.
(Source: http://dl.acm.org/)
This software is also peer reviewed by journal TOMS.
This software is also peer reviewed by journal TOMS.
Keywords for this software
References in zbMATH (referenced in 8 articles , 1 standard article )
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Sorted by year (- Ghofrani, Sedigheh: Matching pursuit decomposition for high-resolution direction of arrival (2015)
- Lovisolo, Lisandro; da Silva, Eduardo A.B.; Diniz, Paulo S.R.: On the statistics of matching pursuit angles (2010)
- Ghofrani, S.; McLernon, D.C.: Auto-Wigner-Ville distribution via non-adaptive and adaptive signal decomposition (2009)
- Mohammadi, Raheleh; Mahloojifar, Ali: Resolution improvement of scanning acoustic microscopy using sparse signal representation (2009)
- Mohammadi, Raheleh; Mahloojifar, Ali: Resolution improvement of scanning acoustic microscopy using sparse signal representation (2008)
- Agili, Sedig; Bjornberg, David B.; Morales, Aldo: Optimized search over the Gabor dictionary for note decomposition and recognition (2007)
- Lovisolo, Lisandro; Tcheou, Michel P.; da Silva, Eduardo A.B.; Rodrigues, Marco A.M.; Diniz, Paulo S.R.: Modeling of electric disturbance signals using damped sinusoids via atomic decompositions and its applications (2007)
- Ferrando, Sebastian E.; Kolasa, Lawrence A.; Kovačević, Natasha: Algorithm 820: A flexible implementation of matching pursuit for Gabor functions on the interval (2002)