DocumentCode
3033068
Title
Shift invariant wavelet packet bases
Author
Cohen, I. ; Raz, S. ; Malah, R.
Author_Institution
Dept. of Electr. Eng., Technion-Israel Inst. of Technol., Haifa, Israel
Volume
2
fYear
1995
fDate
9-12 May 1995
Firstpage
1081
Abstract
A shifted wavelet packet (SWP) library, containing all the time shifted wavelet packet bases, is defined. A corresponding shift-invariant wavelet packet decomposition (SIWPD) search algorithm for a “best basis” is introduced. The search algorithm is representable by a binary tree, in which a node symbolizes an appropriate subspace of the original signal. We prove that the resultant “best basis” is orthonormal and the associated expansion, characterized by the lowest “information cost”, is shift-invariant. The shift-invariance stems from an additional degree of freedom, generated at the decomposition stage, and incorporated into the search algorithm. We prove that for any subspace it suffices to consider one of two alternative decompositions, made feasible by the SWP library. The computational complexity of SIWPD may be controlled at the expense of the attained information cost, to an extent of O(2Nlog2N)
Keywords
computational complexity; information theory; search problems; signal processing; tree searching; wavelet transforms; binary tree; computational complexity; information cost; node; orthonormal best basis; search algorithm; shift invariant wavelet packet bases; shift-invariant wavelet packet decomposition; shifted wavelet packet library; signal subspace; time shifted wavelet packet bases; Additives; Binary trees; Cost function; Entropy; Libraries; Pursuit algorithms; Signal processing; Signal resolution; Statistical analysis; Wavelet packets;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech, and Signal Processing, 1995. ICASSP-95., 1995 International Conference on
Conference_Location
Detroit, MI
ISSN
1520-6149
Print_ISBN
0-7803-2431-5
Type
conf
DOI
10.1109/ICASSP.1995.480422
Filename
480422
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