Gabor-type matrices and discrete huge Gabor transforms
A Gabor family is obtained from a Gabor atom (or Gabor window, or basic building block) by time-frequency shifts along some discrete TF-lattice. Such a family is usually not orthogonal. Therefore the determination of appropriate coefficients in order to obtain a series representation of a given sign...
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Zusammenfassung: | A Gabor family is obtained from a Gabor atom (or Gabor window, or basic building block) by time-frequency shifts along some discrete TF-lattice. Such a family is usually not orthogonal. Therefore the determination of appropriate coefficients in order to obtain a series representation of a given signal in terms of this family has been considered a computational intensive task for a long time. We introduce a class of matrices, called Gabor-type matrices and show that the product of two Gabor-type matrices is again a Gabor-type matrix of the same type. The key point for applications is based on the observation that the multiplication of Gabor-type matrices can be replaced by some special "multiplication" of associated small block matrices. We propose an efficient algorithm, which we call the block-multiplication, and which makes explicit use of the sparsity of those Gabor-type matrices. As an interesting consequence, we show that Gabor operators corresponding to Gabor triples (g/sub k/,a,b) commute for arbitrary signals g/sub k/ (k=1,2) provided that ab divides the signal length. |
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ISSN: | 1520-6149 2379-190X |
DOI: | 10.1109/ICASSP.1995.480424 |