A POMDP approach to P300-based brain-computer interfaces

International Conference on Intelligent User Interfaces, Proceedings IUI

Volumn , Issue , 2010, Pages 1-10

  Park, Jaeyoung ^a   Kim, Kee Eung ^a   Jo, Sungho ^a  

^a Korea Advanced Institute of Science and Technology (KAIST)   (South Korea)

Author keywords

Brain computer interface (BCI); P300; Partially observable markov decision process (POMDP)

Indexed keywords

BIT RATES; FEATURE EXTRACTION AND CLASSIFICATION; HUMAN SUBJECT EXPERIMENTS; NON-INVASIVE; OPTIMAL SEQUENCE; PARTIALLY OBSERVABLE MARKOV DECISION PROCESS; PERFORMANCE IMPROVEMENTS; STOCHASTIC ENVIRONMENT;

FEATURE EXTRACTION; MARKOV PROCESSES; OPTICAL SENSORS; STOCHASTIC MODELS; USER INTERFACES;

BRAIN COMPUTER INTERFACE;

EID: 77951095857     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1719970.1719972     Document Type: Conference Paper

References (23)

1. Bander, J.L. and White III C.C. Markov decision processes with noise-corrupted and delayed state observations. J. Opera-tional Research Society 50 (1999
2. Biopac System Inc. http://www.biopac.com
3. Bell, C.J., Shenoy, P., Chalodhorn, R. and Rao, R.P.N. Control of a humanoid robot by a noninvasive brain-computer inter-face in humans. J. Neural Eng. 5 (2008
4. Doshi, F., Pineau, J. and Roy, N. Reinforcement learning with limited reinforcement: Using Bayes risk for active learning in POMDPs. Int. Conf. on Machine Learning (2008
5. Fan, R.E., Chang, K.W., Hsieh, C.J., Wang, X.R. and Lin, C.J. LIBLINEAR - A library for large linear classification. (2008), http://www.csie.ntu.edu.tw/ cjlin/liblinear/
6. Farwell, L.A. and Donchin, E. Talking off the top of your head: toward a mental prosthesis utilizing event-related brain potentials. Electroencephalogr. Clin. Neurophysiol 70 (1988
7. Fazel-Rezai, R. Human error in P300 speller paradigm for brain-computer interface. Proc. 29thAnnual Int. Conf. of the IEEE EMBS. (2007
8. Fazel-Rezai, R. and Peters, J.F. P300 wave feature extraction: preliminary results. Proc. 18 thAnnual Canadian Conf. on Electrical and Computer Eng. (2005
9. Hoey J., Poupart, P., von Bertoldi, A., Craig, T., Boutilier, C. and Mihailidis, A. Automated handwashing assistance for per-sons with dementia using video and a partially observable Markov decision process. Computer Vision and Image Under-standing (2009
10. Hoffmann, U., Vesin, J.M. and Ebrahimi, T. Spatial filters for the classification of event-related potentials. Proc. 14thESANN (2006
11. Kaelbling, L.P., Littman, M.L. and Cassandra, A.R. Planning and acting in partially observable stochastic domains. Artificial Intelligence 101 (1998
12. Kanwisher N.G. Repetition blindness: Type recognition with-out token individuation. Cognition 27 (1987
13. Krusienski, D.J., Sellers, E.W., Cabestaing, F., Bayoudh, S., McFaland, D.J., Vaughan, T.M. and Wolpaw, J.R. A compari-son of classification techniques for the P300 Speller. J. Neural Eng. 3 (2006
14. Krusienski, D.J., Sellers, E.W., McFaland, D.J., Vaughan, T.M. and Wolpaw, J.R. Toward enhanced P300 speller per-formance. J. of Neuroscience Methods 167 (2008
15. Mason, S.G., Bashashati, A., Fatourechi, M., Navarro, K.F. and Birch, G.E. A comprehensive survey of brain interface technology designs. Annals of Biomedical Engineering 35, 2 (2007
16. Pineau, J., Gordon, G. and Thrun, S. Anytime point-based approximations for large POMDPs. J. Artificial Intelligence Research 27 (2006
17. Ramanna, S. and Fazel-Rezai, R. P300 wave detection based on rough sets. Lecture Notes in Computer Science 4100, Springer (2006
18. Serby, H., Yom-Tov, E. and Inbar, G.F. An improved P300-based brain-computer interface. IEEE Trans. Neural. Syst. Re-habil. Eng. 13 (2005
19. Smith, T. and Simmons, R. Point-based POMDP algorithms: Improved analysis and implementations. Proc. 21stConf. on Uncertainty in Artificial Intelligence (2005
20. Wikipedia. http://en.wikipedia.org/wiki/Electroencephalography
21. Wolpaw, J.R., Birbaumer, N., Heetderks, W.J., McFarland, D.J., Peckham, P.H., Schalk, G., Donchin E., Quatrano, L.A., Robinson C.J. and Vaughan, T.M. Brain-computer interface technology: A review of the first international meeting, IEEE Trans. Rehabil. Eng. 8 (2000
22. Wolpaw, J.R., Birbaumer, N., McFarland, D.J., Pfurtscheller, G. and Vaughan, T.M. Brain-computer interfaces for commu-nication and control. Clin. Neurophysiol. 113 (2002
23. Williams, J.D. and Young, S. Partially observable Markov decision processes for spoken dialog systems. J. Computer Speech and Language 21 (2007