Channel selection and feature projection for cognitive load estimation using ambulatory EEG

Computational Intelligence and Neuroscience

Volumn 2007, Issue , 2007, Pages

  Lan, Tian ^a   Erdogmus, Deniz ^a   Adami, Andre ^b   Mathan, Santosh ^c   Pavel, Misha ^a  

^a Oregon Health and Science University Department of Biomedical Engineering   (United States)

^b UNIVERSITY OF CAXIAS DO SUL   (Brazil)

^c HONEYWELL   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 34548553058     PISSN: 16875265     EISSN: 16875273     Source Type: Journal    
DOI: 10.1155/2007/74895     Document Type: Article

References (57)

1. L. A. Farwell E. Donchin Talking off the top of your head: toward a mental prosthesis utilizing event-related brain potentials. Electroencephalography and Clinical Neurophysiology 70 6 1988 510 523
2. S. G. Mason smason@telus.net G. E. Birch garyb@neilsquire.ca A general framework for brain-computer interface design. IEEE Transactions on Neural Systems and Rehabilitation Engineering 11 1 2003 70 85
3. P. He M. Kahle G. Wilson C. Russell Removal of ocular artifacts from EEG: a comparison of adaptive filtering method and regression method using simulated data. Proceedings of the 27th IEEE Annual International Conference of the Engineering in Medicine and Biology (EMBS '05) Shanghai, China 7 2005 1110 1113
4. Y. Li liyd02@mails.tsinghua.edu.cn Z. Ma W. Lu Y. Li Automatic removal of the eye blink artifact from EEG using an ICA-based template matching approach. Physiological Measurement 27 4 2006 425 436
5. R. Fazel-Rezai fazel@ee.umanitoba.ca J. F. Peters jfpeters@ee.umanitoba. ca P300 wave feature extraction: preliminary results. Proceedings of the 18th Annual Canadian Conference on Electrical and Computer Engineering(CCECE '05) Saskatoon, Saskatchewan, Canada 2005 390 393
6. A. Subasi asubasi@ksu.edu.tr Application of classical and model-based spectral methods to describe the state of alertness in EEG. Journal of Medical Systems 29 5 2005 473 486
7. D. J. McFarland mcfarlan@wadsworth.org L. A. Miner T. M. Vaughan J. R. Wolpaw Mu and beta rhythm topographies during motor imagery and actual movements. Brain Topography 12 3 2000 177 186
8. T. Wang J. Deng B. He binhe@umn.edu Classifying EEG-based motor imagery tasks by means of time-frequency synthesized spatial patterns. Clinical Neurophysiology 115 12 2004 2744 2753
9. G. Perea perea@fisica.ugto.mx S. Mrquez-Gamĩo S. Rodríguez G. Moreno EEG-like signals generated by a simple chaotic model based on the logistic equation. Journal of Neural Engineering 3 3 2006 245 249
10. X. Li J. Polygiannakis P. Kapiris A. Peratzakis K. Eftaxias X. Yao Fractal spectral analysis of pre-epileptic seizures in the terms of criticality. Journal of Neural Engineering 2 2 2005 11 16
11. V. Bostanov bostanov@uni-tuebingen.de BCI competition 2003-data sets Ib and IIb: feature extraction from event-related brain potentials with the continuous wavelet transform and the t-value scalogram. IEEE Transactions on Biomedical Engineering 51 6 2004 1057 1061
12. D. Garrett deong@acm.org D. A. Peterson petersod@cs.colostate.edu C. W. Anderson anderson@cs.colostate.edu M. H. Thaut michael.thaut@colostate.edu Comparison of linear, nonlinear, and feature selection methods for EEG signal classification. IEEE Transactions on Neural Systems and Rehabilitation Engineering 11 2 2003 141 144
13. R. Scherer reinhold.scherer@tugraz.at G. R. Müller C. Neuper B. Graimann G. Pfurtscheller An asynchronously controlled EEG-based virtual keyboard: improvement of the spelling rate. IEEE Transactions on Biomedical Engineering 51 6 2004 979 984
14. A. Rakotomamonjy alain.rakotomamonjy@insa-rouen.fr V. Guigue G. Mallet V. Alvarado Ensemble of SVMs for improving brain computer interface P300 speller performances. Proceedings of the 15th International Conference on Artificial Neural Networks (ICANN '05) Warsaw, Poland 3696 2005 45 50
15. C. W. Anderson Z. Sijercic Classification of EEG signals from four subjects during five mental tasks. International Conference on Engineering Applications of Neural Networks (EANN '96) London, UK 1996 407 414
16. R. Palaniappan Brain computer interface design using band powers extracted during mental tasks. Proceedings of the 2nd International IEEE EMBS Conference on Neural Engineering Arlington, Va, USA 2005 321 324
17. X. Zhu xiaoyuan_zhu@ustc.edu J. Wu jiankang@i2r.a-star.edu.sg Y. Cheng ymcheng@ustc.edu.cn Y. Wang yixwang@ustc.edu.cn GMM-based classification method for continuous prediction in brain-computer interface. Proceedings of the 18th International Conference on Pattern Recognition (ICPR '06) Hong Kong 1 2006 1171 1174
18. B. Widrow M. Hoff Adaptive switching circuits. IRE Western Electronic Show and Convention (WESCON '60) Los Angeles, Calif, USA 1960 4 96 104
19. J. F. Borisoff jaimieb@neilsquire.ca S. G. Mason smason@telus.net A. Bashashati alibs@ece.ubc.ca G. E. Birch garyb@neilsquire.ca Brain-computer interface design for asynchronous control applications: improvements to the LF-ASD asynchronous brain switch. IEEE Transactions on Biomedical Engineering 51 6 2004 985 992
20. R. Boostani M. H. Moradi A new approach in the BCI research based on fractal dimension as feature and Adaboost as classifier. Journal of Neural Engineering 1 4 2004 212 217
21. U. Hoffmann G. Garcia J.-M. Vesin K. Diserenst T. Ebrahimi A boosting approach to P300 detection with application to brain-computer interfaces. Proceedings of the 2nd International IEEE EMBS Conference on Neural Engineering Arlington, Va, USA 2005 97 100
22. J. Qin Y. Li A. Cichocki ICA and committee machine-based algorithm for cursor control in a BCI system. Proceedings of the 2nd International Symposium on Neural Networks (ISNN '05) Chongqing, China 3496 2005 973 978
23. M. M. Jackson mooremelody@bellsouth.net S. G. Mason G. E. Birch Analyzing trends in brain interface technology: a method to compare studies. Annals of Biomedical Engineering 34 5 2006 859 878
24. A. Gevins M. E. Smith L. McEvoy D. Yu High-resolution EEG mapping of cortical activation related to working memory: effects of task difficulty, type of processing, and practice. Cerebral Cortex 7 4 1997 374 385
25. A. Kruse D. Schmorrow Foundations of augmented cognition. Proceedings of the 1st International Conference on Human-Computer Interaction (HCI '05) Las Vegas, Nev, USA 2005
26. M. Pavel G. Wang K. Li Augmented cognition: allocation of attention. Proceedings of the 36th Annual Hawaii International Conference on System Sciences (HICSS '03) Big Island, Hawaii, USA 2003 6
27. J. R. Wolpaw wolpaw@wadsworth.org N. Birbaumer D. J. McFarland G. Pfurtscheller T. M. Vaughan Brain-computer interfaces for communication and control. Clinical Neurophysiology 113 6 2002 767 791
28. http://www.biosemi.com/
29. P. Welch The use of fast Fourier transform for the estimation of power spectra: a method based on time averaging over short, modified periodograms. IEEE Transactions on Audio and Electroacoustics 15 2 1967 70 73
30. E Oja Subspace Methods of Pattern Recognition. Wiley New York, NY, USA 1983
31. P. A. Devijver J. Kittler Pattern Recognition: A Satistical Approach. Prentice Hall London, UK 1982
32. K. Fukunaga Introduction to Statistical Pattern Recognition. 2nd Academic Press New York, NY, USA 1990
33. R. Everson S. Roberts Independent component analysis: a flexible nonlinearity and decorrelating manifold approach. Neural Computation 11 8 1999 1957 1983
34. A. Hyvärinen E. Oja P. Hoyer J. Hurri Image feature extraction by sparse coding and independent component analysis. Proceedings of the 14th International Conference on Pattern Recognition (ICPR '98) Brisbane, Australia 2 1998 1268 1273
35. K. Torkkola Feature extraction by non parametric mutual information maximization. Journal of Machine Learning Research 3 2003 1415 1438
36. T. M. Cover J. A. Thomas Elements of Information Theory. Wiley-Interscience New York, NY, USA 1991
37. R. M. Fano Transmission of Information: A Statistical Theory of Communications. Wiley New York, NY, USA 1961
38. M. Hellman J. Raviv Probability of error, equivocation, and the Chernoff bound. IEEE Transactions on Information Theory 16 1970 4 368 372
39. R. Battiti Using mutual information for selecting features in supervised neural net learning. IEEE Transactions on Neural Networks 5 4 1994 537 550
40. A. Ai-Ani M. Deriche An optimal feature selection technique using the concept of mutual information. Proceedings of the 6th International Symposium on Signal Processing and Its Applications (ISSPA '01) Kuala Lumpur, Malaysia 2 2001 477 480
41. N. Kwak C.-H. Choi Input feature selection for classification problems. IEEE Transactions on Neural Networks 13 1 2002 143 159
42. H. H. Yang J. E. Moody Feature selection based on joint mutual information. Advances in Intelligent Data Analysis (AIDA), Computational Intelligence Methods and Applications (CIMA) International Computer Science Conventions Rochester, NY, USA 1999
43. H. H. Yang J. E. Moody Data visualization and feature selection: new algorithms for nongaussian data. Advances in Neural Information Processing Systems 12 (NIPS '99) Denver, Colo, USA 2000 687 702
44. A. Hyvärinen aapo.hyvarinen@hut.fi P. Pajunen Nonlinear independent component analysis: existence and uniqueness results. Neural Networks 12 3 1999 429 439
45. T. Lan D. Erdogmus Maximally informative feature and sensor selection in pattern recognition using local and global independent component analysis. Journal of VLSI Signal Processing Systems 48 2007 1-2 39 52
46. E. G. Learned-Miller EGMIL@EECS.BERKELEY.EDU J. W. Fisher III FISHER@CSAIL.MIT.EDU ICA using spacings estimates of entropy. Journal of Machine Learning Research 4 7-8 2004 1271 1295
47. K. E. Hild II D. Erdogmus J. Príncipe Blind source separation using Renyi's mutual information. IEEE Signal Processing Letters 8 6 2001 174 176
48. A. Hyvärinen E. Oja A fast fixed-point algorithm for independent component analysis. Neural Computation 9 7 1997 1483 1492
49. L. Parra PARRA@CCNY.CUNY.EDU P. Sajda PS629@COLUMBIA.EDU Blind source separation via generalized eigenvalue decomposition. Journal of Machine Learning Research 4 7-8 2004 1261 1269
50. J. Beirlant E. J. Dudewicz L. Györfi E. C. van der Meulen Nonparametric entropy estimation: an overview. International Journal of Mathematical and Statistical Sciences 6 1 1997 17 39
51. E. Halgren C. Boujon J. Clarke C. Wang P. Chauvel Rapid distributed fronto-parieto-occipital processing stages during working memory in humans. Cerebral Cortex 12 7 2002 710 728
52. A. Gevins M. E. Smith Neurophysiological measures of working memory and individual differences in cognitive ability and cognitive style. Cerebral Cortex 10 9 2000 829 839
53. C. A. Russell S. G. Gustafson Selecting salient features of psychophysiological measures. Air Force Research Laboratory Rome, NY, USA AFRL-HE-WP-TR-2001-0136 2001
54. K. E. Hild II Blind source separation of convolutive mixtures using Renyi's divergence. University of Florida Gainesville, Fla, USA 2003
55. A. P. Dempster N. M. Laird D. B. Rubin Maximum likelihood from incomplete data via the EM algorithm. Journal of the Royal Statistical Society 39 1977 1 1 38
56. R. O. Duda P. E. Hart D. G. Stork Pattern Classification. 2nd Wiley New York, NY, USA 2000
57. E. Parzen On estimation of a probability density function and mode. Time Series Analysis Papers Holden-Day San Diego, Calif, USA 1967