eprintid: 1645
rev_number: 10
eprint_status: archive
userid: 17
dir: disk0/00/00/16/45
datestamp: 2016-05-25 02:56:57
lastmod: 2018-12-17 19:46:02
status_changed: 2016-05-25 02:56:57
type: conference_item
metadata_visibility: no_search
creators_name: Nguyen, Viet Dung
creators_name: Karim, Abed Meraim
creators_name: Nguyen, Linh Trung
creators_id: linhtrung@vnu.edu.vn
title: Parallelizable PARAFAC decomposition of 3-way tensors
ispublished: pub
subjects: ECE
subjects: ElectronicsandComputerEngineering
divisions: fac_fet
abstract: 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
date_type: published
full_text_status: none
pres_type: paper
pagerange: 5505-5509
event_title: ICASSP: the 2015 IEEE International Conference on Acoustics, Speech and Signal Processing
event_location: Brisbane, Australia
event_dates: 19-24 April 2015
event_type: conference
refereed: TRUE
citation:   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.