Title :
A fast decomposition of banded symmetric Toeplitz matrices for parallel processing
Author :
Xiong, W. ; Li, J. ; Chen, R.M.M. ; Qian, S.
Author_Institution :
Inst. of Image Process. & Pattern Recogition, Shanghai Jiaotong Univ., China
Abstract :
The eigendecomposition of banded symmetric matrices Is important in regularized signal restoration. In this paper a new fast decomposition algorithm is developed by using FFT and rank-one update. In this way the split of the matrix becomes more direct and the cost of the initial decomposition decreases. The algorithm is especially useful for parallel processing. Two numerical examples are given, which show that the new method can achieve comparable results to the classical methods
Keywords :
Toeplitz matrices; fast Fourier transforms; parallel processing; signal restoration; FFT; banded symmetric Toeplitz matrices; decomposition; parallel processing; rank-one update; regularized signal restoration; Computer science; Concurrent computing; Costs; Eigenvalues and eigenfunctions; Image processing; Matrix decomposition; Parallel processing; Pattern recognition; Signal restoration; Symmetric matrices;
Conference_Titel :
Circuits and Systems, 1999. ISCAS '99. Proceedings of the 1999 IEEE International Symposium on
Conference_Location :
Orlando, FL
Print_ISBN :
0-7803-5471-0
DOI :
10.1109/ISCAS.1999.778834