On the Eigenvalues of Matrices for the Reconstruction of Missing Uniform Samples
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...
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| Published in | IEEE transactions on signal processing Vol. 58; no. 5; pp. 2896 - 2900 |
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| Main Authors | , |
| Format | Journal Article |
| Language | English |
| Published |
New York, NY
IEEE
01.05.2010
Institute of Electrical and Electronics Engineers The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subjects | |
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| ISSN | 1053-587X 1941-0476 |
| DOI | 10.1109/TSP.2010.2041277 |
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| 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. |
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| AbstractList | 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. |
| Author | Karthik, M Prabhu, K M M |
| Author_xml | – sequence: 1 givenname: M surname: Karthik fullname: Karthik, M email: ramukart@hotmail.com organization: Electr. Eng. Dept., Indian Inst. of Technol. Madras, Chennai, India – sequence: 2 givenname: K M M surname: Prabhu fullname: Prabhu, K M M email: prabhu_kmm@hotmail.com organization: Electr. Eng. Dept., Indian Inst. of Technol. Madras, Chennai, India |
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| Keywords | Minimum time Time frequency domain method weighted Toeplitz matrix minimum dimension time-domain and frequency-domain approaches Signal processing Eigenvalue adaptive weights optimal weights Toeplitz matrix Algorithm ACT algorithm |
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| SubjectTerms | ACT algorithm adaptive weights Applied sciences Digital signal processing Discrete Fourier transforms Eigenvalues Eigenvalues and eigenfunctions Equations Exact sciences and technology Extrapolation Information, signal and communications theory Interpolation Mathematical analysis Matrices Matrix methods minimum dimension time-domain and frequency-domain approaches Miscellaneous optimal weights Reconstruction Signal processing Signal processing algorithms Signal sampling Telecommunications and information theory Time domain analysis weighted Toeplitz matrix |
| Title | On the Eigenvalues of Matrices for the Reconstruction of Missing Uniform Samples |
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