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Generalized MNS Method for Parallel Minor and Principal Subspace Analysis

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)
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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