Neural Network Classification of Brain Hemodynamic Responses from Four Mental Tasks

International Journal of Optomechatronics

Volumn 5, Issue 4, 2011, Pages 340-359

  Abibullaev, Berdakh ^a   An, Jinung ^a   Moon, Jeon Il ^a  

^a Daegu Gyeongbuk Institute of Science and Technology   (South Korea)

Author keywords

brain computer interface; functional near infrared spectroscopy; mental task classification; neural networks; wavelet transforms

Indexed keywords

BRAIN STUDY; CLASSIFICATION RATES; FUNCTIONAL NEAR INFRARED SPECTROSCOPY; HEMODYNAMIC ACTIVITIES; HEMODYNAMIC RESPONSE; HUMAN BRAIN; MENTAL TASK CLASSIFICATION; MENTAL TASKS; NETWORK-BASED; NEURAL NETWORK CLASSIFICATION; NEURAL NETWORK CLASSIFIER; NEURAL NETWORK MODEL; SINGLE LAYER;

HEMODYNAMICS; NEAR INFRARED SPECTROSCOPY; NEURAL NETWORKS; WAVELET TRANSFORMS;

BRAIN;

EID: 84859362348     PISSN: 15599612     EISSN: 15599620     Source Type: Journal    
DOI: 10.1080/15599612.2011.633209     Document Type: Article

References (29)

1. Ayaz, Hasan, Meltem Izzetoglu, Scott Bunce, Terry Heiman-Patterson, and Banu Onaral. 2007. Detecting cognitive activity related hemodynamic signal for brain computer interface using functional near infrared spectroscopy. Proceedings of the 3rd International IEEE Conference on Neural Engineering, EMBS 2 (5): 342-345.
2. Bishop, Christopher. 1996. Neural Networks for Pattern Recognition. Oxford, UK: Oxford University Press.
3. Coyle, Shirley, Tomas E. Ward, and Charles M. Markham. 2007. Brain-computer interface using a simplified functional near-infrared spectroscopy system. Journal of Neural Engineering 4: 219-226.
4. Coyle, Shirley, Tomas E. Ward, and Charles M. Markham. 2004. Physiological noise in near-infrared spectroscopy: Implications for optical brain computer interfacing. The 26th Annual International Conference of the IEEE, EMBS (6): 4540-4543.
5. Coffey, Emily, Anne-Marie Brouwer, Ellen S. Wilschut, and Jan B. F. van Erp. 2010. Brain-machine interfaces in space: Using spontaneous rather than intentionally generated brain signals. Acta Astronautica 67 (1-2): 1-11.
6. Donoho, David L. and Iain M. Johnstone. 1994. Ideal spatial adaptation by wavelet shrinkage. Biometrika 81 (3): 425-455.
7. Donoho, David L. 1995. De-noising by soft thresholding. IEEE Transactions on Information Theory 41 (3): 613-627.
8. Elwell, Clare, Roger Springett, Elizabeth M. Hillman, and David T. Delpy. 1999. Oscillations in cerebral haemodynamics. Implications for functional activation studies. Advances in Experimental Medicine and Biology 471: 57-65.
9. Elwell, Clare. 1995. A Practical Users Guide to Near-Infrared Spectroscopy. London, UK: UCL Reprographics.
10. Emir, Uzay E., Ceyhun B. Akgiil, Ata Akin, Aygin Ertiizun, Bulent Sanlcur, and Kerem Harmancl. 2003. Wavelet denoising vs. ICA denoising for functional optical imaging. Proceedings of 1st International Conference on Neural Engineering (1): 384-387.
11. Gerven, Marcel, Jason Farquhar, Rebecca Schaefer, Rutger Vlek, Jeroen Geuze, Anton Nijholt, Nick Ramsey, Pim Haselager, Louis Vuurpijl, Stan Gielen, and Peter Desain. 2009. The brain-computer interface cycle. Journal of Neural Engineering 6 (4): 041001.
12. Haykin, Simon. 1999. Neural networks: A comprehensive foundation., 2nd ed. Upper Saddle River, NJ: Prentice Hall, Inc.
13. Izzetoglu, Meltem, Kurtulus Izzetoglu, Scott Bunce, Hasan Ayaz, Ajit Devaraj, Banu Onaral, and Kambiz Pourrezaei. 2005. Functional near-infrared neuroimaging. IEEE Transactions on Neural Systems and Rehabilitation Engineering 13 (2): 153-159.
14. Johnstone, Iain M. and Bernard W. Silverman. 1997. Wavelet threshold estimators for data with correlated noise. Journal of the Royal Statistical Society 59 (2): 319-351.
15. Matsuo, Koji, Tadafumi Kato, Kotaro Taneichi, Akio Matsumoto, Toshiyuki Ohtani, Taku Hamamoto, Hidenori Yamasue, Yuji Sakano, Tsukasa Sasaki, Miyuki Sadamatsu, Akira Iwanami, Nozomi Asukai, and Nobumasa Kato. 2003. Activation of the prefrontal cortex totrauma-related stimuli measured by near-infrared spectroscopy in posttraumatic stress disorder due to terrorism. Psychophysiology 40 (4): 492-500.
16. Mallat, Stephane. 1999. A Wavelet Tour of Signal Processing., 2nd ed. San Diego, USA: Academic Press.
17. Matthews, Fiachra, Barak A. Pearlmutter, Tomas E. Ward, Christopher Soraghan, and Charles M. Markham. 2008. Hemodynamics for brain-computer interfaces. IEEE Signal Processing Magazine25: 87-94.
18. McFarland, Dennis J., Charles W. Anderson, Klaus-Robert Muller, Alois Schlogl, and Dean J. Krusienski. 2006. BCI meeting 2005-Workshop on BCI signal processing: Feature extraction and translation. IEEE Transactions on Neural Systems and Rehabilitation Engineering 14 (2): 135-138.
19. Moeller, Martin Fodslette. 1993. A scaled conjugate gradient algorithm for fast supervised learning. Neural Networks 6: 525-533.
20. Obrig, Hellmuth, Markus Neufang, Ru diger Wenzel, Matthias Kohl, Jens Steinbrink, Karl Einhaupl, and Arno Villringer. 2000. Spontaneous low frequency oscillations of cerebral hemodynamics and metabolism in human adults. Neuroimage 12: 623-639.
21. Obrig, Hellmuth and Arno Villringer. 2003. Beyond the visible-Imaging the human brain with light. Journal of Cerebral Blood Flow and Metabolism 23: 1-18.
22. Sassaroli, Angelo, Feng Zheng, Leanne M. Hirshfield, Audrey Girouard, Erin Treacy Solovey, Robert J. K. Jacob, and Sergio Fantini. 2008. Discrimination of mental workload levels in human subjects with functional near-infrared specroscopy. Journalof Innovative Optical Health Sciences 1 (2): 227-237.
23. Sato, Hiroki, Tatsuya Takeuchi, and Kuniyoshi L. Sakai. 1999. Temporal cortex activation during speech recognition: An optical topography study. Cognition 73 (3): 55-66.
24. Sitaram, Ranganatha, Haihong Zhang, Cuntai Guan, Manoj Thulasidas, Yoko Hoshi, Akihiro Ishikawa, Koji Shimizu, and Niels Birbaumer. 2007. Temporal classification of multichannel near-infrared spectroscopy signals of motor imagery for developing a brain-computer interface. Neuroimage 34 (4): 1416-1427.
25. Strangman, Gary, Joseph P. Culver, John H. Thompson, and David A. Boas. 2002. A quantitative comparison of simultaneous BOLD fMRI and NIRS recording during functional brain activation. NeuroImage 17 (2): 719-731.
26. Truong, Quang Dang Khoa and Masahiro Nakagawa. 2008. Functional near infrared spectroscope for cognition brain tasks by wavelets analysis and neural networks. International Journal of Biological and Life Sciences 4 (1): 28-33, 2008.
27. Tzanetakis, George, Georg Essl, and Perry Cook. 2001. Audio analysis using the discrete wavelet transform. Mathematics and Simulation with Biological, Economical and Musicoacoustical Applications (1): 318-323.
28. Utsugi, Kei, Akiko Obata, Hiroki Sato, Takusige Katsura, Kazuhiko Sagara, Atsushi Maki, and Hideaki Koizumi. 2007. Development of an optical brain-machine interface. The 29th Annual International Conference of the IEEE, EMBS P. 5338-5341.
29. Watanabe, Eiju, Atsushi Maki, Fumio Kawaguchi, Yuichi Yamashita, Hideaki Koizumi, and Yoshiaki Mayanagi. 2000. Non-invasive cerebral blood volume measurement during seizures using multichannel near-infrared spectroscopic topography. Journal of Biomedical Optics 5 (3): 287-290.