Using the Windowed Means Paradigm for Single Trial P300 Detection

被引:0
作者
Vareka, Lukas [1 ]
Mautner, Pavel [1 ]
机构
[1] Univ W Bohemia, Dept Comp Sci & Engn, Plzen 30614, Czech Republic
来源
2015 38TH INTERNATIONAL CONFERENCE ON TELECOMMUNICATIONS AND SIGNAL PROCESSING (TSP) | 2015年
关键词
BCI; event-related potentials; feature extraction; P300; Windowed means paradigm; MENTAL PROSTHESIS; BRAIN; CLASSIFICATION;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The Windowed means paradigm is a method for slow-changing cortical potentials feature extraction, most importantly in reaction to events. It has been successfully used for various brain-computer interfaces. The objective of this paper was to evaluate if this paradigm is also appropriate for P300 brain-computer interfaces. The modified method was tested on five healthy subjects. The optimal selection of parameters was discussed. The Windowed means paradigm was successful for the P300 detection on the testing data-set.
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页数:4
相关论文
共 15 条
  • [1] [Anonymous], APPL EL AE 2011 INT
  • [2] [Anonymous], SINGLE TRIAL DETECTI
  • [3] [Anonymous], COMP EEG PREPROCESSI
  • [4] [Anonymous], 2001, Proceedings of the 14th International Conference on Neural Information Processing Systems: Natural and Synthetic, NIPS'01, page
  • [5] [Anonymous], 2012, FRONTIERS NEUROENGIN
  • [6] Single-trial analysis and classification of ERP components - A tutorial
    Blankertz, Benjamin
    Lemm, Steven
    Treder, Matthias
    Haufe, Stefan
    Mueller, Klaus-Robert
    [J]. NEUROIMAGE, 2011, 56 (02) : 814 - 825
  • [7] The mental prosthesis: Assessing the speed of a P300-based brain-computer interface
    Donchin, E
    Spencer, KM
    Wijesinghe, R
    [J]. IEEE TRANSACTIONS ON REHABILITATION ENGINEERING, 2000, 8 (02): : 174 - 179
  • [8] TALKING OFF THE TOP OF YOUR HEAD - TOWARD A MENTAL PROSTHESIS UTILIZING EVENT-RELATED BRAIN POTENTIALS
    FARWELL, LA
    DONCHIN, E
    [J]. ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1988, 70 (06): : 510 - 523
  • [9] Error-related EEG potentials generated during simulated brain-computer interaction
    Ferrez, Pierre W.
    Millan, Jose del R.
    [J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2008, 55 (03) : 923 - 929
  • [10] How many people are able to control a P300-based brain-computer interface (BCI)?
    Guger, Christoph
    Daban, Shahab
    Sellers, Eric
    Holzner, Clemens
    Krausz, Gunther
    Carabalona, Roberta
    Gramatica, Furio
    Edlinger, Guenter
    [J]. NEUROSCIENCE LETTERS, 2009, 462 (01) : 94 - 98