Intersession consistency of single-trial classification of the prefrontal response to mental arithmetic and the no-control state by NIRS

PLoS ONE

Volumn 7, Issue 7, 2012, Pages

  Power, Sarah D ^a,b   Kushki, Azadeh ^b   Chau, Tom ^a,b  

^a UNIVERSITY OF TORONTO   (Canada)

^b University of Toronto   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

ACCURACY; ADULT; ARITHMETIC; ARTICLE; BRAIN REGION; ELECTROENCEPHALOGRAM; FEMALE; FUNCTIONAL ASSESSMENT; HUMAN; HUMAN EXPERIMENT; MALE; MENTAL FUNCTION; MENTAL TASK; NEAR INFRARED REFLECTANCE SPECTROSCOPY; NORMAL HUMAN; PREFRONTAL CORTEX; TASK PERFORMANCE;

BRAIN-COMPUTER INTERFACES; CLINICAL TRIALS AS TOPIC; FEMALE; HEMODYNAMICS; HUMANS; MALE; MATHEMATICS; MENTAL PROCESSES; PREFRONTAL CORTEX; SPATIO-TEMPORAL ANALYSIS; SPECTROSCOPY, NEAR-INFRARED; YOUNG ADULT;

EID: 84864187182     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0037791     Document Type: Article

References (30)

1. Sitaram R, Caria A, Birbaumer N, (2009) Hemodynamic brain-computer interfaces for communication and rehabilitation. Neural Networks 22: 1320-1328.
2. Coyle S, Ward T, Markham C, McDarby G, (2004) On the suitability of near-infrared (NIR) systems for next-generation brain-computer interfaces. Physiological Measurements 25: 815-822.
3. Power SD, Kushki A, Chau T, (2011) Towards a system-paced NIRS-BCI: differentiating prefrontal activity due to mental arithmetic and music imagery from the no-control state. Journal of Neural Engineering 8:: (14 pp).
4. Power SD, Falk TH, Chau T, (2010) Classification of prefrontal activity due to mental arithmetic and music imagery using hidden markov models and frequency domain near-infrared spectroscopy. Journal of Neural Engineering 7: 026002 (9pp).
5. Naito M, Michioka Y, Ozawa K, Ito Y, Kiguchi M, et al. (2007) A communication means for totally locked-in ALS patients based on changes in cerebral blood volume measured with near-infrared light. IEICE Transactions on Information and Systems E90-D: 1028-1037.
6. Tai K, Chau T, (2009) Single-trial classification of NIRS signals during emotional induction tasks: Towards a corporeal machine interface. Journal of NeuroEngineering and Rehabilitation 6: 1-14.
7. Utsugi K, Obata A, Sato H, Katsura T, Sagara K, et al. (2007) Development of an optical brainmachine interface. In: Proceedings of the 29th Annual International Conference of the IEEE EMBS Cite Internationale. pp. 5338-5341.
8. Ogata H, Mukai T, Yagi T, (2007) A study on the frontal cortex in cognitive tasks using nearinfrared spectroscopy. In: Proceedings of the 29th annual international conference of the IEEE EMBS. pp. 4731-4734.
9. Bauernfeind G, Leeb R, Wriessnegger SC, Pfurtscheller G, (2008) Development, set-up and first results for a one-channel near-infrared spectroscopy system. Biomedical Engineering 53: 36-43.
10. Luu S, Chau T, (2009) Decoding subjective preference from single-trial near-infrared spectroscopy signals. Journal of Neural Engineering 6: 1-8.
11. Mason SG, Kronegg J, Huggins JE, Fatourechi M, Schlögl A, (2006) Evaluating the performance of self-paced brain-computer interface technology. Technical report, Brain-Interface Laboratory, Neil Squire Society, Vancouver, Canada. http://ipl.ece.ubc.ca/bci files/self paced tech report-2006-05-19.pdf.
12. Leeb R, Friedman D, Muller-Putz GR, Scherer R, Slater M, et al. (2007) Self-paced (asynchronous) BCI control of a wheelchair in virtual environments: A case study with a tetraplegic. Computational Intelligence and Neuroscience: 8 pages.
13. Scherer R, Leeb F, Schlogl A, Leeb R, Bischof H, et al. (2008) Toward self-paced brain-computer communication: Navigation through virtual worlds. IEEE Transactions on Biomedical Engineering 55: 675-682.
14. Coyle SM, Ward TE, Markham CM, (2007) Brain-computer interface using a simplified functional near-infrared spectroscopy system. Journal of Neural Engineering 4: 219-226.
15. Yamamoto T, Maki A, Kadoya T, Tanikawa Y, Yamada Y, et al. (2002) Arranging optical fibres for the spatial resolution improvement of topographical images. Physics in Medicine and Biology 47: 3429-3440.
16. Franceschini MA, Fantini S, Toronov V, Filiaci ME, Gratton E, (2000) Cerebral hemodynamics measured by near-infrared spectroscopy at rest and during motor activation. In: Proceedings of the Optical Society of America In Vivo Optical Imaging Workshop. pp. 73-80.
17. Matthews F, Pearlmutter BA, Ward TE, Soraghan C, Markham C, (2008) Hemodynamics for brain-computer interfaces. IEEE Signal Processing Magazine 25: 87-94.
18. Sitaram R, Zhang H, Guan C, Thulasidas M, Hoshi Y, et al. (2007) Temporal classification of multichannel near-infrared spectroscopy signals of motor imagery for developing a brain-computer interface. NeuroImage 34: 1416-1427.
19. Duncan A, Meek JH, Clemence M, Elwell CE, Tyszczuk L, et al. (1995) Optical pathlength measurements on adult head, calf and forearm and the head of the newborn infant using phase resolved optical spectroscopy. Physics in Medicine and Biology 40: 295-304.
20. Cope M, (1991) The development of a near infrared spectrscopy system and its application for non invasive monitoring of cerebral blood and tissue oxygenation in the newborn infant. Ph.D. thesis, University of London.
21. Benaron DA, Hintz SR, Villringer A, Boas D, Kleinschmidt A, et al. (2000) Noninvasive functional imaging of human brain using light. Journal of Cerebral Blood Flow & Metabolism 20: 469-477.
22. Pfurtscheller G, Bauernfeind G, Wriessnegger SC, Neuper C, (2010) Focal frontal (de)oxyhemoglobin responses during simple arithmetic. International Journal of Psychophysiology 76: 186-192.
23. Vidaurre C, Kawanable M, von Nunau P, Blankertz B, Muller KR, (2011) Toward unsupervised adaptation of LDA for brain-computer interfaces. IEEE Transactions on Biomedical Engineering 58: 587-597.
24. Suda M, Fukuda M, Sato T, Iwata S, Song M, et al. (2009) Subjective feeling of psychological fatigue is related to decreased reactivity in ventrolateral prefrontal cortex. Brain Research 1252: 152-160.
25. MacDonald AW, Cohen JD, Stenger VA, Carter CS, (2000) Dissociating the role of the dorsolateral prefrontal and anterior cingulate cortex in cognitive control. Science 288: 1835-1838.
26. Herrmann MJ, Ehlis AC, Fallgatter AJ, (2003) Prefrontal activation through task requirements of emotional induction measured with NIRS. Biological Psychology 64: 255-263.
27. Falk TH, Guirgus M, Power S, Chau T, (2011) Taking NIRS-BCIs outside the lab: Towards achieving robustness against environment noise. IEEE Neural Systems and Rehabilitation Engineering 19: 136-146.
28. Buttfield A, Ferrez P, Millan JR, (2006) Towards a robust BCI: Error potentials and online learning. IEEE Transactions on Neural Systems and Rehabilitation Engineering 14: 164-168.
29. Shenoy P, Krauledat M, Blankertz B, Rao RPN, Muller KR, (2006) Towards adaptive classification for BCI. Journal of Neural Engineering 3: R13-23.
30. Vaughn R, Pall M, Haynes S, (1977) Frontalis EMG response to stress in subjects with frequent muscle-contraction headaches. Headache 16: 313-317.