relation: https://eprints.uet.vnu.edu.vn/eprints/id/eprint/3335/
title: Generalized MNS Method for Parallel Minor and Principal Subspace Analysis
creator: Nguyen, Linh Trung
creator: Nguyen, Viet Dung
creator: Abed-Meraim, Karim
creator: Weber, Rodolphe
subject: Electronics and Communications
description: 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.
date: 2014-09-11
type: Conference or Workshop Item
type: PeerReviewed
identifier:   Nguyen, Linh Trung and Nguyen, Viet Dung and Abed-Meraim, Karim and Weber, Rodolphe  (2014) Generalized MNS Method for Parallel Minor and Principal Subspace Analysis.  In: 22th European Signal Processing Conference (EUSIPCO), 1-5 September 2014, Lisbon, Portugal.