A method for extracting subspace of deterministic sources from EEG data

被引:0
|
作者
Ivannikov, Andriy [1 ]
Kaerkkaeinen, Tommi [1 ]
Ristaniemi, Tapani [1 ]
Lyytinen, Heikki [2 ]
机构
[1] Univ Jyvaskyla, Dept Math Informat Technol, SF-40351 Jyvaskyla, Finland
[2] Univ Jyvaskyla, Dept Psychol, Jyvaskyla, Finland
来源
2008 3RD INTERNATIONAL SYMPOSIUM ON COMMUNICATIONS, CONTROL AND SIGNAL PROCESSING, VOLS 1-3 | 2008年
关键词
D O I
10.1109/ISCCSP.2008.4537438
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, an algorithm for separating linear subspaces of time-locked brain responses and other noise sources in multichannel electroencephalography data is proposed. The search criterion used by method discriminates time-locked brain components and noise components on the basis of the assumed deterministic behavior that the time-locked brain sources obey. The comprehensive derivation of the method is given together with the description and the analysis of the results of the method's application to simulated and real EEG data sets. The possibilities of improving the results are also discussed.
引用
收藏
页码:1361 / +
页数:2
相关论文
共 50 条
  • [21] Deterministic Conditions for Subspace Identifiability from Incomplete Sampling
    Pimentel-Alarcon, Daniel L.
    Boston, Nigel
    Nowak, Robert D.
    2015 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT), 2015, : 2191 - 2195
  • [22] Multiple dipole sources localization from the scalp EEG using a high-resolution subspace approach
    Ding, Lei
    He, Bin
    2005 27TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-7, 2005, : 1075 - 1078
  • [23] A Method with Adaptive Graphs to Constrain Multi-View Subspace Clustering of Geospatial Big Data from Multiple Sources
    Liu, Qiliang
    Huan, Weihua
    Deng, Min
    REMOTE SENSING, 2022, 14 (17)
  • [24] Extracting information from multichannel versus single channel EEG data in epilepsy analysis
    Janes, C
    Lowe, D
    MULTISENSOR FUSION, 2002, 70 : 889 - 895
  • [25] An Approach to Extracting Topic-guided Views from the Sources of a Data Lake
    Diannantini, Claudia
    Lo Giudice, Paolo
    Potena, Domenico
    Storti, Emanuele
    Ursino, Domenico
    INFORMATION SYSTEMS FRONTIERS, 2021, 23 (01) : 243 - 262
  • [26] Extracting consistent knowledge from highly inconsistent cancer gene data sources
    Gong, Xue
    Wu, Ruihong
    Zhang, Yuannv
    Zhao, Wenyuan
    Cheng, Lixin
    Gu, Yunyan
    Zhang, Lin
    Wang, Jing
    Zhu, Jing
    Guo, Zheng
    BMC BIOINFORMATICS, 2010, 11
  • [27] A Framework for Extracting Information from Semi-Structured Web Data Sources
    Shaker, Malunoud
    Ibrahim, Hamidah
    Mustapha, Aida
    Abdullah, Lili Nurliyana
    THIRD 2008 INTERNATIONAL CONFERENCE ON CONVERGENCE AND HYBRID INFORMATION TECHNOLOGY, VOL 1, PROCEEDINGS, 2008, : 27 - 31
  • [28] Extracting consistent knowledge from highly inconsistent cancer gene data sources
    Xue Gong
    Ruihong Wu
    Yuannv Zhang
    Wenyuan Zhao
    Lixin Cheng
    Yunyan Gu
    Lin Zhang
    Jing Wang
    Jing Zhu
    Zheng Guo
    BMC Bioinformatics, 11
  • [29] An Approach to Extracting Topic-guided Views from the Sources of a Data Lake
    Claudia Diamantini
    Paolo Lo Giudice
    Domenico Potena
    Emanuele Storti
    Domenico Ursino
    Information Systems Frontiers, 2021, 23 : 243 - 262
  • [30] A method for extracting task-oriented information from biological text sources
    Kuttiyapillai, Dhanasekaran
    Rajeswari, R.
    INTERNATIONAL JOURNAL OF DATA MINING AND BIOINFORMATICS, 2015, 12 (04) : 387 - 399