eprintid: 2947
rev_number: 14
eprint_status: archive
userid: 17
dir: disk0/00/00/29/47
datestamp: 2018-04-18 08:44:07
lastmod: 2018-12-17 19:29:54
status_changed: 2018-12-17 19:29:54
type: conference_item
metadata_visibility: show
creators_name: Nguyen, Linh Trung
creators_name: Truong, Minh Chinh
creators_name: Nguyen, Viet Dung
creators_name: Abed-Meraim, Karim
creators_id: linhtrung@vnu.edu.vn
creators_id: tmchinh@gmail.com
creators_id: nvdung@vnu.edu.vn
creators_id: karim.abed-meraim@univ-orleans.fr
title: A Non-Linear Tensor Tracking Algorithm for Analysis of Incomplete Multi-Channel EEG Data
ispublished: pub
subjects: ECE
subjects: IT
divisions: avitech
divisions: fac_fet
abstract: Tensor decomposition is a popular tool to analyse and process data which can be represented by a higher-order
tensor structure. In this paper, we consider tensor  tracking in challenging situations where the observed data are streaming and incomplete. Specifically, we proposed a non-linear formulation of the PETRELS cost function and based on which we proposed NL-PETRELS subspace and tensor tracking algorithms. The non-linear function allows us to improve the convergence rate. We also illustrated the use of our proposed tensor tracking for incomplete multi-channel electroencephalogram (EEG) data in a real-life experiment in which the data can be represented by a third-order tensor.
date: 2018-03-26
date_type: published
official_url: http://www.ismict2018.org/
contact_email: linhtrung@vnu.edu.vn
full_text_status: public
pres_type: paper
pagerange: 114-119
event_title: 12th International Symposium on Medical Information and Communication Technology (ISMICT)
event_location: Sydney, Australia
event_dates: 26-28 March 2017
event_type: conference
refereed: TRUE
funders: NAFOSTED
projects: 102.02-2015.32
citation:   Nguyen, Linh Trung and Truong, Minh Chinh and Nguyen, Viet Dung and Abed-Meraim, Karim  (2018) A Non-Linear Tensor Tracking Algorithm for Analysis of Incomplete Multi-Channel EEG Data.  In: 12th International Symposium on Medical Information and Communication Technology (ISMICT), 26-28 March 2017, Sydney, Australia.     
document_url: https://eprints.uet.vnu.edu.vn/eprints/id/eprint/2947/1/ISMICT2018_final_revised.pdf
document_url: https://eprints.uet.vnu.edu.vn/eprints/id/eprint/2947/2/p114-linh-trung.pdf