Deterministic Cramér-Rao bound for symmetric PARAFAC model with application to blind spatial signature estimation

Yue Rong; S. A. Vorobyov; A. B. Gershman; N. D. Sidiropoulos

doi:10.1109/ISSPIT.2003.1341145

Deterministic Cramér-Rao bound for symmetric PARAFAC model with application to blind spatial signature estimation

Yue Rong, S. A. Vorobyov, A. B. Gershman, N. D. Sidiropoulos

Electrical and Computer Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

The symmetric parallel factor analysis (PARAFAC) model has found numerous applications in array signal processing and communications. We derive the deterministic Cramer-Rao bound (CRB) for the symmetric RARAFAC model and illustrate the obtained results using an example with spatial signature estimation in sensor arrays.

Original language	English (US)
Title of host publication	Proceedings of the 3rd IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2003
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	411-414
Number of pages	4
ISBN (Electronic)	0780382927, 9780780382923
DOIs	https://doi.org/10.1109/ISSPIT.2003.1341145
State	Published - 2003
Event	3rd IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2003 - Darmstadt, Germany Duration: Dec 14 2003 → Dec 17 2003

Publication series

Name	Proceedings of the 3rd IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2003

Conference

Conference	3rd IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2003
Country/Territory	Germany
City	Darmstadt
Period	12/14/03 → 12/17/03

Bibliographical note

Publisher Copyright:
© 2003 IEEE.

Keywords

Additive noise
Antenna arrays
Array signal processing
Covariance matrix
Data models
Gaussian noise
Sensor arrays
Signal analysis
Signal processing algorithms
Symmetric matrices

Publisher link

10.1109/ISSPIT.2003.1341145

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Rong, Y., Vorobyov, S. A., Gershman, A. B., & Sidiropoulos, N. D. (2003). Deterministic Cramér-Rao bound for symmetric PARAFAC model with application to blind spatial signature estimation. In Proceedings of the 3rd IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2003 (pp. 411-414). Article 1341145 (Proceedings of the 3rd IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2003). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ISSPIT.2003.1341145

Deterministic Cramér-Rao bound for symmetric PARAFAC model with application to blind spatial signature estimation. / Rong, Yue; Vorobyov, S. A.; Gershman, A. B. et al.
Proceedings of the 3rd IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2003. Institute of Electrical and Electronics Engineers Inc., 2003. p. 411-414 1341145 (Proceedings of the 3rd IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2003).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Rong, Y, Vorobyov, SA, Gershman, AB & Sidiropoulos, ND 2003, Deterministic Cramér-Rao bound for symmetric PARAFAC model with application to blind spatial signature estimation. in Proceedings of the 3rd IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2003., 1341145, Proceedings of the 3rd IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2003, Institute of Electrical and Electronics Engineers Inc., pp. 411-414, 3rd IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2003, Darmstadt, Germany, 12/14/03. https://doi.org/10.1109/ISSPIT.2003.1341145

Rong Y, Vorobyov SA, Gershman AB, Sidiropoulos ND. Deterministic Cramér-Rao bound for symmetric PARAFAC model with application to blind spatial signature estimation. In Proceedings of the 3rd IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2003. Institute of Electrical and Electronics Engineers Inc. 2003. p. 411-414. 1341145. (Proceedings of the 3rd IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2003). doi: 10.1109/ISSPIT.2003.1341145

Rong, Yue ; Vorobyov, S. A. ; Gershman, A. B. et al. / Deterministic Cramér-Rao bound for symmetric PARAFAC model with application to blind spatial signature estimation. Proceedings of the 3rd IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2003. Institute of Electrical and Electronics Engineers Inc., 2003. pp. 411-414 (Proceedings of the 3rd IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2003).

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abstract = "The symmetric parallel factor analysis (PARAFAC) model has found numerous applications in array signal processing and communications. We derive the deterministic Cramer-Rao bound (CRB) for the symmetric RARAFAC model and illustrate the obtained results using an example with spatial signature estimation in sensor arrays.",

keywords = "Additive noise, Antenna arrays, Array signal processing, Covariance matrix, Data models, Gaussian noise, Sensor arrays, Signal analysis, Signal processing algorithms, Symmetric matrices",

author = "Yue Rong and Vorobyov, {S. A.} and Gershman, {A. B.} and Sidiropoulos, {N. D.}",

note = "Publisher Copyright: {\textcopyright} 2003 IEEE.; 3rd IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2003 ; Conference date: 14-12-2003 Through 17-12-2003",

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doi = "10.1109/ISSPIT.2003.1341145",

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series = "Proceedings of the 3rd IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2003",

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AU - Sidiropoulos, N. D.

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N2 - The symmetric parallel factor analysis (PARAFAC) model has found numerous applications in array signal processing and communications. We derive the deterministic Cramer-Rao bound (CRB) for the symmetric RARAFAC model and illustrate the obtained results using an example with spatial signature estimation in sensor arrays.

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KW - Additive noise

KW - Antenna arrays

KW - Array signal processing

KW - Covariance matrix

KW - Data models

KW - Gaussian noise

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KW - Signal analysis

KW - Signal processing algorithms

KW - Symmetric matrices

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BT - Proceedings of the 3rd IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2003

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T2 - 3rd IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2003

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Deterministic Cramér-Rao bound for symmetric PARAFAC model with application to blind spatial signature estimation

Abstract

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