Multimodal target detection using single trial evoked EEG responses in single and dual-tasks

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS

Volumn , Issue , 2011, Pages 6311-6312

  Cecotti, Hubert ^a   Kasper, Ryan W ^a   Elliott, James C ^a   Eckstein, Miguel P ^a   Giesbrecht, Barry ^a  

^a UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ELECTROENCEPHALOGRAPHY; INTERFACES (COMPUTER);

AREA UNDER THE CURVES; BEHAVIORAL PERFORMANCE; ELECTROENCEPHALOGRAM SIGNALS; EVENT RELATED POTENTIALS; EVOKED RESPONSE; MULTIPLE TASKS; SELECTIVE ATTENTION; VISUAL TARGETS;

BRAIN COMPUTER INTERFACE;

ADOLESCENT; ADULT; ALGORITHM; AREA UNDER THE CURVE; ARTICLE; BRAIN; COMPUTER INTERFACE; ELECTRODE; ELECTROENCEPHALOGRAPHY; EVOKED RESPONSE; FEMALE; HUMAN; MALE; METHODOLOGY; NORMAL DISTRIBUTION; PATHOLOGY; RECEIVER OPERATING CHARACTERISTIC; SIGNAL PROCESSING; STATISTICAL MODEL; VISION;

ADOLESCENT; ADULT; ALGORITHMS; AREA UNDER CURVE; BRAIN; ELECTRODES; ELECTROENCEPHALOGRAPHY; EVOKED POTENTIALS; FEMALE; HUMANS; MALE; MODELS, STATISTICAL; NORMAL DISTRIBUTION; ROC CURVE; SIGNAL PROCESSING, COMPUTER-ASSISTED; USER-COMPUTER INTERFACE; VISION, OCULAR;

EID: 84864622351     PISSN: 1557170X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2011.6091557     Document Type: Conference Paper

References (16)

1. L. Farwell and E. Donchin, "Talking off the top of your head: toward a mental prosthesis utilizing event-related brain potentials," Electroencephalogr. Clin. Neurophysiol., vol. 70, pp. 510-523, 1988.
2. P. Brunner, S. Joshi, S. Briskin, J. R. Wolpaw, H. Bischof, and G. Schalk, "Does the 'P300' speller depend on eye gaze?" J Neural Eng, vol. 7, no. 5, 2010.
3. M. S. Treder and B. Blankertz, "(C)overt attention and visual speller design in an ERP-based brain-computer interface," Behavioral and Brain Functions: BBF, vol. 6, p. 28, 2010.
4. H. Pashler, "Dual-task interference in simple tasks: data and theory," Psychological Bulletin, vol. 116, no. 2, pp. 220-244, 1994.
5. H. Pashler and J. C. Johnston, "Attentional limitations in dual-task performance," Attention, pp. 155-189, 1998.
6. J. B. Isreal, G. L. Chesney, C. D. Wickens, and E. Donchin, "P300 and tracking difficulty: evidence for multiple resources in dual-task performance," Psychophysiology, vol. 17, no. 3, 1980.
7. J. Polich, "Updating P300: An integrative theory of P3a and P3b," Clinical Neurophysiology, vol. 118, pp. 2128-2148, 2007.
8. R. J. Johnson, "A triarchic model of P300 amplitude," Psychophysiology, vol. 23, no. 4, pp. 367-84, 1986.
9. J. M. Leiva and S. M. M. Martens, "MLSP competition, 2010: Description of the first place method," IEEE International Workshop on Machine Learning for Signal Processing (MLSP), pp. 112-113, 2010.
10. H. Cecotti, B. Rivet, M. Congedo, C. Jutten, O. Bertrand, E. Maby, and J. Mattout, "A robust sensor selection method for p300 brain-computer interfaces," Journal of Neural Engineering, vol. 8, 2011.
11. B. Rivet, A. Souloumiac, V. Attina, and G. Gibert, "xDAWN algorithm to enhance evoked potentials: application to brain-computer interface," IEEE Trans Biomed Eng., vol. 56, no. 8, pp. 2035-43, 2009.
12. U. Hoffmann, J. Vesin, K. Diserens, and T. Ebrahimi, "An efficient P300-based brain-computer interface for disabled subjects," Journal of Neuroscience Methods, vol. 167, no. 1, pp. 115-125, 2008.
13. D. J. C. MacKay, "Bayesian interpolation," Neural Comput., vol. 4, no. 3, pp. 415-447, 1992.
14. N. Bigdely-Shamlo, A. Vankov, R. R. Ramirez, and S. Makeig, "Brain activity-based image classification from rapid serial visual presentation," IEEE Trans. on Neural Systems and Rehab. Eng., vol. 16, no. 5, 2008.
15. A. Gerson, L. Parra, and P. Sajda, "Cortically-coupled computer vision for rapid image search," IEEE Trans. Neural Syst. Rehabil. Eng., vol. 14, no. 2, pp. 174-179, 2006.
16. L. C. Parra, C. Christoforou, A. D. Gerson, M. Dyrholm, A. Luo, M. Wagner, M. G. Philiastides, and P. Sajda, "Spatio-temporal linear decoding of brain state: Application to performance augmentation in high-throughput tasks," IEEE Signal Process. Mag., vol. 25, no. 1, pp. 95-115, 2008.