eprintid: 4909
rev_number: 2
eprint_status: archive
userid: 1
dir: disk0/00/00/49/09
datestamp: 2023-11-09 16:16:37
lastmod: 2023-11-09 16:16:37
status_changed: 2023-11-09 15:59:52
type: conference_item
metadata_visibility: show
creators_name: Javed, E.
creators_name: Faye, I.
creators_name: Malik, A.S.
creators_name: Abdullah, J.M.
title: Reference-free reduction of ballistocardiogram artifact from EEG data using EMD-PCA
ispublished: pub
keywords: Magnetic resonance imaging; Principal component analysis; Signal processing, Ballistocardiogram artifact; Brain activity; Composite algorithm; Empirical Mode Decomposition; Event related potentials; Functional magnetic resonance images (fMRI); Neuronal activities; Simultaneous EEG-fMRI, Electroencephalography
note: cited By 5; Conference of 2014 5th International Conference on Intelligent and Advanced Systems, ICIAS 2014 ; Conference Date: 3 June 2014 Through 5 June 2014; Conference Code:107042
abstract: Concurrent electroencephalograph (EEG) and functional magnetic resonance image (fMRI) led researchers to acquire neuronal activities in detail over the past few decades. Regardless of the advantages of combining these modalities, artifacts posed a greater challenge to attain good quality data. One such problematic artifact which contaminates EEG recordings is Ballistocardiogram (BCG) artifact. A reference-free composite algorithm which combines empirical mode decomposition (EMD) and principal component analysis (PCA) named as EMD-PCA has been introduced in this study. The results show that the algorithm can efficiently reduce the BCG artifact by preserving original neuronal signals. The proposed algorithm showed improvement in reducing the BCG artifact as well as in the preservation of brain activities, when compared with two renowned existing methods that are average artifact subtraction (AAS) and optimal basis set (OBS). © 2014 IEEE.
date: 2014
publisher: IEEE Computer Society
official_url: https://www.scopus.com/inward/record.uri?eid=2-s2.0-84906350477&doi=10.1109%2fICIAS.2014.6869512&partnerID=40&md5=a09d111bb23e578a5590475de446758d
id_number: 10.1109/ICIAS.2014.6869512
full_text_status: none
publication: 2014 5th International Conference on Intelligent and Advanced Systems: Technological Convergence for Sustainable Future, ICIAS 2014 - Proceedings
place_of_pub: Kuala Lumpur
refereed: TRUE
isbn: 9781479946549
citation:   Javed, E. and Faye, I. and Malik, A.S. and Abdullah, J.M.  (2014) Reference-free reduction of ballistocardiogram artifact from EEG data using EMD-PCA.  In: UNSPECIFIED.