eprintid: 4561
rev_number: 7
eprint_status: archive
userid: 381
dir: disk0/00/00/45/61
datestamp: 2021-07-06 02:46:57
lastmod: 2021-07-06 02:46:57
status_changed: 2021-07-06 02:46:57
type: article
metadata_visibility: show
creators_name: Le, Trung Thanh
creators_name: Nguyen, Viet Dung
creators_name: Nguyen, Linh Trung
creators_name: Abed-Meraim, Karim
creators_id: letrungthanhtbt@gmail.com
creators_id: nvdung1987@gmail.com
creators_id: linhtrung@vnu.edu.vn
creators_id: karim.abed-meraim@univ-orleans.fr
title: Robust Subspace Tracking Algorithms in Signal Processing: A Brief Survey
ispublished: pub
subjects: Communications
subjects: ElectronicsandComputerEngineering
divisions: avitech
abstract: Principal component analysis (PCA) and subspace estimation (SE) are popular data analysis tools and used in a wide range of applications. The main interest in PCA/SE is for dimensionality reduction and low-rank approximation purposes. The emergence of big data streams have led to several essential issues for performing PCA/SE. Among them are (i) the size of such data streams increases over time, (ii) the underlying models may be time-dependent, and iii) problem of dealing with the uncertainty and incompleteness in data. A robust variant of PCA/SE for such data streams, namely robust online PCA or robust subspace tracking (RST), has been introduced as a good alternative. The main goal of this paper is to provide a brief survey on recent RST algorithms in signal processing. Particularly, we begin this survey by introducing the basic ideas of the RST problem. Then, different aspects of RST are reviewed with respect to different kinds of non-Gaussian noises and sparse constraints. Our own contributions on this topic are also highlighted.
date: 2021-06
date_type: published
publisher: REV
official_url: https://rev-jec.org/index.php/rev-jec/article/view/270
full_text_status: none
publication: REV Journal on Electronics and Communications
volume: 11
number: 1-2
pagerange: 16-25
refereed: TRUE
issn: 1859-387X
citation:   Le, Trung Thanh and Nguyen, Viet Dung and Nguyen, Linh Trung and Abed-Meraim, Karim  (2021) Robust Subspace Tracking Algorithms in Signal Processing: A Brief Survey.  REV Journal on Electronics and Communications, 11  (1-2).   pp. 16-25.  ISSN 1859-387X