Nguyen, Linh Trung and Nguyen, Viet Dung and Karim, Abed Meraim and Rodolphe, Weber (2014) Generalized MNS Method for Parallel Minor and Principal Subspace Analysis. In: EUSIPCO: 22th European Signal Processing Conference.
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Abstract
This paper introduces a generalized minimum noise subspace method for the fast estimation of the minor or principal subspaces for large dimensional multi-sensor systems. In particular, the proposed method allows parallel computation of the desired subspace when K > 1 computational units (DSPs) are available in a parallel architecture. The overall numerical cost is approximately reduced by a factor of K2 while preserving the estimation accuracy close to optimality. Different algorithm implementations are considered and their performance is assessed through numerical simulation.
Item Type: | Conference or Workshop Item (Paper) |
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Subjects: | Electronics and Communications > Communications Electronics and Communications |
Depositing User: | A/Prof. Linh Trung Nguyen |
Date Deposited: | 23 Dec 2015 09:31 |
Last Modified: | 17 Dec 2018 19:48 |
URI: | http://eprints.uet.vnu.edu.vn/eprints/id/eprint/1435 |
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- Generalized MNS Method for Parallel Minor and Principal Subspace Analysis. (deposited 23 Dec 2015 09:31) [Currently Displayed]
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