Title :
On the Eigenvalues of Matrices for the Reconstruction of Missing Uniform Samples
Author :
Karthik, M. ; Prabhu, K.M.M.
Author_Institution :
Electr. Eng. Dept., Indian Inst. of Technol. Madras, Chennai, India
fDate :
5/1/2010 12:00:00 AM
Abstract :
In this correspondence, we derive the relationship between the eigenvalues associated with the matrices of the minimum dimension time-domain and frequency-domain approaches used for reconstructing missing uniform samples. The dependency of the eigenvalues of the weighted Toeplitz matrix on positive weights are explored. Simple bounds for the maximum and minimum eigenvalues of the weighted Toeplitz matrix are also presented. Alternative matrices possessing the same nonzero eigenvalues as that of the weighted Toeplitz matrix are provided. We verify the theory by the examples presented.
Keywords :
Toeplitz matrices; eigenvalues and eigenfunctions; frequency-domain analysis; signal reconstruction; signal sampling; time-domain analysis; frequency-domain approach; matrix eigenvalues; missing uniform samples; sample reconstruction; time-domain approache; weighted Toeplitz matrix; ACT algorithm; adaptive weights; minimum dimension time-domain and frequency-domain approaches; optimal weights; weighted Toeplitz matrix;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2010.2041277