Detecting typing errors in a numerical typing task with linear discriminant analysis of single trial EEG

Proceedings of the Human Factors and Ergonomics Society

Volumn 1, Issue , 2009, Pages 595-599

  Lin, Cheng Jhe ^a   Wu, Changxu ^a  

^a UNIVERSITY AT BUFFALO   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

DISCRIMINANT ANALYSIS; ERGONOMICS; SENSITIVITY ANALYSIS;

DETECTION RATES; LDA CLASSIFIERS; LINEAR DISCRIMINANT ANALYSIS; MAHALANOBIS DISTANCES; NUMERICAL TYPING; PRIOR MODELING; SINGLE-TRIAL EEG; TYPING ERRORS;

ERRORS;

EID: 77951542836     PISSN: 10711813     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1518/107118109x12524442635905     Document Type: Conference Paper

References (18)

1. Arndt, S., Tyrrell, G., Woolson, R. F., Flaum, M., & Andreasen, N. C. (1994). Effects of errors in a multicenter medical study: Preventing misinterpreted data. Journal of Psychiatric Research, 28(5), 447-459.
2. Blankertz, B., Curio, G., & Mller, K. R. (2002). Classifying single trial EEG: Towards brain computer interfacing. Advances in Neural Information Processing Systems (NIPS 2001), 14, 157-164.
3. Garrett, D., Peterson, D. A., Anderson, C. W., & Thaut, M. H. (2003). Comparison of linear, nonlinear, and feature selection methods for EEG signal classification. Neural Systems and Rehabilitation Engineering, IEEE Transactions on, 11(2), 141-144. (Pubitemid 36935042)
4. Gerard. M. J., Armstrong, T. J., Martin, B. J., & Rempel, D. A. (2002). The Effects of Work Pace on Within-Participant and Between-Participant Keying Force, Electromyography, and Fatigue. Human Factors: The Journal of the Human Factors and Ergonomics Society, 44, 51-61.
5. Kawado, M., Hinotsu, S., Matsuyama, Y., Yamaguchi, T., Hashimoto, S., & Ohashi, Y. (2003). A comparison of error detection rates between the reading aloud method and the double data entry method. Controlled Clinical Trials, 24(5), 560-569. (Pubitemid 38366009)
6. Logan, G. D. (1982). On the ability to inhibit complex movements: A stop-signal study of typewriting. Journal of Experimental Psychology: Human Perception and Performance, 8(6), 778-792.
7. Lotte, F., Congedo, M., Lecuyer, A., Lamarche, F., & Arnaldi, B. (2007). A review of classification algorithms for EEG-based brain– computer interfaces. Journal of Neural Engineering, 4(2), R1-R13.
8. Lyons, P. B. (2007). The Human Factor in Nuclear Safety. Paper presented at the Joint IEEE Conference on Human Factors and Power Plants and Workshop on Human Performance.
9. Marteniuk, R. G., Ivens, C. J., & Brown, B. E. (1996). Are there task specific performance effects for differently configured numeric keypads? Applied Ergonomics, 27(5), 321-325.
10. Parra, L., Alvino, C., Tang, A., Pearlmutter, B., Yeung, N., Osman, A., et al. (2002). Linear Spatial Integration for Single-Trial Detection in Encephalography. Neuroimage, 17(1), 223-230.
11. Parra, L. C., Spence, C. D., Gerson, A. D., & Sajda, P. (2003). Response error correction-a demonstration of improved human-machine performance using real-time EEG monitoring. Neural Systems and Rehabilitation Engineering, IEEE Transactions on, 11(2), 173-177.
12. Pivik, R. T., Broughton, R. J., Coppola, R., Davidson, R. J., Fox, N., & Nuwer, M. R. (1993). Guidelines for the recording and quantitative analysis of electroencephalographic activity in research contexts. Psychophysiology, 30(6), 547-558.
13. Raanaas, R. K., Nordby, K., & Magnussen, S. (2002). The expanding telephone number Part 2: Age variations in immediate memory for multiple-digit numbers. Behaviour & Information Technology, 21(1), 39-45. (Pubitemid 34658585)
14. Rumelhart, D. E., & Norman, D. A. (1982). Simulating a skilled typist: A study of skilled cognitive-motor performance. Cognitive Science: A Multidisciplinary Journal, 6(1), 1-36.
15. Salthouse, T. A. (1986). Perceptual, cognitive, and motoric aspects of transcription typing. Psychological Bulletin, 99(3), 303-319.
16. Wu, C., & Liu, Y. (2008). Queuing Network Modeling of Transcription Typing. ACM Trans. Comput.-Hum. Interact., 15(1), 1-45. (Pubitemid 351701891)
17. Yechiam, E., Erev, I., Yehene, V., & Gopher, D. (2003). Melioration and the Transition from Touch-Typing Training to Everyday Use. Human Factors: The Journal of the Human Factors and Ergonomics Society, 45, 671-684. (Pubitemid 38280616)
18. Young, D. M. (1996). Data Inaccuracy in the Global Transportation Network. Air Force Inst. of Technology Wright-Patterson