relation: https://eprints.uet.vnu.edu.vn/eprints/id/eprint/1645/
title: Parallelizable PARAFAC decomposition of 3-way tensors
creator: Nguyen, Viet Dung
creator: Karim, Abed Meraim
creator: Nguyen, Linh Trung
subject: Electronics and Communications
subject: Electronics and Computer Engineering
description: This paper introduces a new PARAFAC algorithm for a class of third-order tensors. Particularly, the proposed algorithm is based on subspace estimation and solving a non-symmetrical joint diagonalization problem. To deal with large scale problem, a procedure for overcoming scale and permutation ambiguities is proposed in a parallel computing scheme leading to a significant cost reduction of our method. Performance comparison with some state-of-the-art algorithms produces promising results.
date: 2015-04
type: Conference or Workshop Item
type: PeerReviewed
identifier:   Nguyen, Viet Dung and Karim, Abed Meraim and Nguyen, Linh Trung  (2015) Parallelizable PARAFAC decomposition of 3-way tensors.  In: ICASSP: the 2015 IEEE International Conference on Acoustics, Speech and Signal Processing, 19-24 April 2015, Brisbane, Australia.