Mining EEG scalp maps of independent components related to HCT tasks

被引:0
|
作者
Teixeira, A. R. [1 ]
Santos, I. M. [3 ]
Lang, E. W. [4 ]
Tome, A. M. [2 ]
机构
[1] ESEC Inst Politecn Coimbra, P-3030329 Coimbra, Portugal
[2] IEETA Univ Aveiro, DETI, P-3810193 Aveiro, Portugal
[3] Univ Aveiro, CINTESIS, Dept Educ & Psicol, P-3810193 Aveiro, Portugal
[4] Univ Regensburg, Inst Biophys, CIML Grp, D-93040 Regensburg, Germany
关键词
ELECTROENCEPHALOGRAM;
D O I
10.1109/embc.2019.8857600
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This work presents an unsupervised mining strategy, applied to an independent component analysis (ICA) of segments of data collected while participants are answering to the items of the Halstead Category Test (HCT). This new methodology was developed to achieve signal components at trial level and therefore to study signal dynamics which are not available within participants' ensemble average signals. The study will be focused on the signal component that can be elicited by the binary visual feedback which is part of the HCT protocol. The experimental study is conducted using a cohort of 58 participants.
引用
收藏
页码:3888 / 3891
页数:4
相关论文
共 50 条
  • [1] Transient phase synchrony of independent cognitive components underlying scalp EEG
    Hong, Bo
    Acharya, Soumyadipta
    Gao, Shangkai
    Thakor, Nitish V.
    2005 27TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-7, 2005, : 2037 - 2040
  • [2] Activity detection and causal interaction analysis among independent EEG components from memory related tasks
    Michalopoulos, Kostas
    Sakkalis, Vangelis
    Iordanidou, Vasiliki
    Zervakis, Michalis
    2009 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-20, 2009, : 2070 - +
  • [3] Selection And Classification Of EEG Movement-Related Independent Components
    Ruckay, Lukas
    St'astny, Jakub
    Sovka, Pavel
    ANALYSIS OF BIOMEDICAL SIGNALS AND IMAGES, 2008, : 123 - 127
  • [4] SPECTRAL DISPLAY OF THE EEG FREQUENCY COMPONENTS ON THE SCALP
    OZAKI, H
    ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1985, 61 (05): : P73 - P73
  • [5] Transient event-related coherence between independent EEG components
    Makeig, S
    PSYCHOPHYSIOLOGY, 2000, 37 : S21 - S21
  • [6] Spatial Alignment of Scalp EEG Activity during Cognitive Tasks
    Myers, Mark H.
    Joure, Charlotte A.
    Johnston, Carley
    Canales, Aaron
    Padmanabha, Akshay
    Kozma, Robert
    2013 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2013,
  • [7] Are Epilepsy-Related fMRI Components Dependent on the Presence of Interictal Epileptic Discharges in Scalp EEG?
    van Houdt, Petra J.
    Ossenblok, Pauly P. W.
    Colon, Albert J.
    Hermans, Kees H. M.
    Verdaasdonk, Rudolf M.
    Boon, Paul A. J. M.
    de Munck, Jan C.
    BRAIN TOPOGRAPHY, 2015, 28 (04) : 606 - 618
  • [8] Are Epilepsy-Related fMRI Components Dependent on the Presence of Interictal Epileptic Discharges in Scalp EEG?
    Petra J. van Houdt
    Pauly P. W. Ossenblok
    Albert J. Colon
    Kees H. M. Hermans
    Rudolf M. Verdaasdonk
    Paul A. J. M. Boon
    Jan C. de Munck
    Brain Topography, 2015, 28 : 606 - 618
  • [9] Identification of the temporal components of seizure onset in the scalp EEG
    O'Neill, NS
    Javidan, M
    Koles, ZJ
    CANADIAN JOURNAL OF NEUROLOGICAL SCIENCES, 2001, 28 (03) : 245 - 253
  • [10] SPATIAL DISTRIBUTIONS OF THE EEG FREQUENCY COMPONENTS ON THE SCALP IN CHILDREN
    OZAKI, H
    SUZUKI, H
    SUHARA, K
    KATADA, A
    KASE, T
    ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1981, 52 (03): : S45 - S45