Mapping single-trial EEG records on the cortical surface through a spatiotemporal modality

NeuroImage

Volumn 32, Issue 1, 2006, Pages 195-207

  Tsai, Arthur C ^a   Liou, Michelle ^a   Jung, Tzyy Ping ^b   Onton, Julie A ^b   Cheng, Philip E ^a   Huang, Chien Chih ^a   Duann, Jeng Ren ^b   Makeig, Scott ^b  

^a INSTITUTE OF STATISTICAL SCIENCE   (Taiwan)

^b UNIVERSITY OF CALIFORNIA SAN DIEGO   (United States)

Author keywords

Bayesian spatiotemporal analysis; Event related potentials; ICA; Inverse problem

Indexed keywords

ALGORITHM; ARTICLE; BAYES THEOREM; BRAIN FUNCTION; BRAIN MAPPING; CINGULATE GYRUS; CONTROLLED STUDY; ELECTROENCEPHALOGRAM; ELECTROMAGNETIC FIELD; EVENT RELATED POTENTIAL; FRONTAL LOBE; HUMAN; HUMAN EXPERIMENT; IMAGE ANALYSIS; IMAGE PROCESSING; MATHEMATICAL MODEL; NORMAL HUMAN; PARIETAL LOBE; PRIORITY JOURNAL;

ARTIFACTS; BRAIN MAPPING; CEREBRAL CORTEX; ELECTROENCEPHALOGRAPHY; EVOKED POTENTIALS; FUNCTIONAL LATERALITY; HUMANS; MODELS, NEUROLOGICAL; NEUROPSYCHOLOGY;

EID: 33746154127     PISSN: 10538119     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2006.02.044     Document Type: Article

References (61)

1. Amari S. Natural gradient works efficiently in learning. Neural Comput. 10 2 (1998) 251-276
2. Andrew C., and Pfurtscheller G. On the existence of deferent alpha band rhythms in the hand area of man. Neurosci. Lett. 222 (1997) 103-106
3. Baillet S., and Garnero L. A Bayesian approach to introducing anatomo-functional priors in the EEG/MEG inverse problem. IEEE Trans. Biomed. Eng. 44 5 (1997) 374-385
4. Baillet S., Mosher J.C., and Leahy R.M. Electromagnetic brain mapping. IEEE Trans. Signal Process. Mag. (2001) 14-30
5. Baillet S., Riera J.J., Marin G., Mangin J.F., Aubert J., and Garnero L. Evaluation of inverse methods and head models for EEG source localization using a human skull phantom. Phys. Med. Biol. 46 1 (2001) 77-96
6. Beckmann C.F., Noble J.A., and Smith S.M. Artefact detection in fMRI data using independent component analysis. NeuroImage 11 (2000) S614
7. Cao J., Murata N., Amari S., Cichocki A., and Takeda T. A robust ICA approach for unaveraged single-trial auditory evoked fields data decomposition. 3rd International Conference on Independent Component Analysis and Signal Separation (2001) 445-450
8. Chellappa R., and Jain A. Markov Random Fields: Theory and Applications (1991), Academic Press, San Diego
9. Dale A.M., and Sereno M.I. Improved localization of cortical activity by combining EEG and MEG with MRI cortical surface reconstruction: a linear approach. J. Cogn. Neurosci. 5 (1993) 162-176
10. Delorme A., and Makeig S. EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis. J. Neurosci. Methods 134 (2004) 9-21
11. Delorme A., Makeig S., Fabre-Thorpe M., and Sejnowski T.J. From single-trial EEG to brain area dynamics. Neurocomputing 44-46 (2002) 1057-1064
12. de Munck J.C. A linear discretization of the volume conductor boundary integral equation using analytically integrated elements. IEEE Trans. Biomed. Eng. 39 (1992) 986-990
13. Fabiani M., Gratton G., Karis D., and Donchin E. The definition, identification and reliability of measurement of the P300 component of the event-related brain potential. In: Ackles P.K., Jennings J.R., and Coles M.G. (Eds). Adv. Psychophysiol. vol. 2 (1987), JAI Press, Greenwhich, CT 1-78
14. Fuchs M., Wagner M., Kohler T., and Wischmann H.A. Linear and nonlinear current density reconstructions. J. Clin. Neurophysiol. 6 7 (1999) 67-295
15. Geman S., and Geman D. Stochastic relaxation, Gibbs distributions, and the Bayesian restoration of images. IEEE Trans. Pattern Anal. Machine Intell. 6 (1988) 721-741
16. Gevins A., Smith M.E., McEvoy L., and Yu D. High-resolution EEG mapping of cortical activation related to working memory: effects of task difficulty, type of processing, and practice. Cereb. Cortex 7 (1997) 374-385
17. Halgren E., Dhond R.P., Christensen N., Petten C.V., Marinkovic K., Lewine J.D., and Dale A.M. N400-like magnetoencephalography responses modulated by semantic context, word frequency, and lexical class in sentences. NeuroImage 17 (2002) 1101-1116
18. Hämäläinen, M.S., Ilmoniemi, R.J., 1984. Interpreting measured magnetic fields of the brain: estimates of current distributions. Helsinki Univ Tech Rep. TKK-F-A559.
19. Hämäläinen M.S., and Ilmoniemi R.J. Interpreting magnetic fields of the brain: minimum norm estimates. Med. Biol. Eng. (1994) 32
20. Jung T.P., Makeig S., Humphries C., Lee T.W., McKeown M.J., Iragui V., and Sejnowski T.J. Removing electroencephalographic artifacts by blind source separation. Psychophysiology 37 (2000) 163-178
21. Jung T.P., Makeig S., Mckeown M.J., Bell A.J., Lee T.W., and Sejnowski T.J. Imaging brain dynamics using independent component analysis. Proc. IEEE 89 7 (2001) 1107-1122
22. Kincses W., Braun C., Kaiser S., and Elbert T. Modeling extended sources of event-related potentials using anatomical and physiological constraints. Hum. Brain Mapp. 8 (1999) 182-193
23. Knuth, K.H., 1997. Difficulties applying recent blind source separation techniques to EEG and MEG. Maximum entropy and Bayesian methods. Boise 1998, G.J. Erickson, ed., Kluwer Academic, Dordrecht: Kluwer, Academic Publishers, pp. 209-222.
24. Lee T.W., Lewicki M.S., Girolami M., and Sejnowski T.J. Blind source separation of more sources than mixtures using overcomplete representations. IEEE Signal Process. Lett. 6 4 (1999) 87-90
25. Liu A.K., Belliveau J.W., and Dale A.M. Spatiotemporal imaging of human brain activity using fMRI constrained MEG data: Monte Carlo simulations. Proc. Natl. Acad. Sci. U. S. A. 95 (1998) 8945-8950
26. Liu Y., Perfetti C., and Hart L. ERP evidence for the time course of graphic, phonological, and semantic information in Chinese meaning and pronunciation decisions. J. Exp. Psychol.: Learn. Mem. Cogn. 29 (2003) 1231-1247
27. Lutzenberger W. EEG alpha dynamics as viewed from EEG dimension dynamics. Int. J. Psychophysiol. 26 1-3 (1997) 273-283
28. MacKay, D., 1996. Maximum likelihood and covariant algorithms for independent component analysis. http://www.wol.ra.phy.cam.ac.uk/mackay/.
29. Makeig S., Bell A.J., Jung T.P., and Sejnowski T.J. Independent component analysis of electroencephalographic data. Adv. Neural Inf. Process. Syst. 8 (1996) 145-151
30. Makeig S., Westerfield M., Jung T., Covington J., Townsend J., Sejnowski T., and Courchsne E. Functionally independent components of the late positive event-related potential during visual spatial attention. J. Neurosci. 19 7 (1999) 2665-2680
31. Makeig S., Westerfield M., Jung T., Enghoff S., Townsend J., Courchesne E., and Sejnowski T. Dynamic brain sources of visual evoked responses. Science 295 (2002) 690-694
32. Makeig S., Delorme A., Westerfield M., Townsend J., Courchense E., and Sejnowski T. Electroencephalographic brain dynamics following manually responded visual targets. PLOS Biol. 2 (2004) 747-762
33. Mangun R. In: Basar E., and Bullock T.H. (Eds). Induced Rhythms in the Brain (1992), Birkhäuser, Boston
34. McKeown M.J., Makeig S., Brown G.G., Jung T.P., Kindermann S.S., Bell A.J., and Sejnowski T.J. Analysis of FMRI data by blind separation into independent spatial components. Brain Mapp. 6 (1998) 160-188
35. Mizuki Y., Tanaka M., Isozaki H., Nishijima H., and Inanaga K. Periodic appearance of theta rhythm in the frontal midline area during performance of a mental task. Electroencephalogr. Clin. Neurophysiol. 49 (1980) 345-351
36. Moores K.A., Clark C.R., Hadfield J.L., Brown G.C., Taylor D.J., Fitzgibbon S.P., Lewis A.C., Weber D.L., and Greenblatt R. Investigating the generators of the scalp recorded visuo-verbal p300 using cortically constrained source localization. Hum. Brain Mapp. 18 (2003) 53-77
37. Mosher J., and Leahy R. Recursive MUSIC: a framework for EEG and MEG source localization. IEEE Trans. Biomed. Eng. 45 (1998) 1342-1354
38. Mosher J., Lewis P., and Leahy R. Multiple dipole modeling and localization from spatio-temporal MEG data. IEEE Trans. Biomed. Eng. 39 (1992) 541-557
39. Mosher J.C., Spencer M.E., Leahy R.M., and Lewis P.S. Error bounds for MEG and EEG dipole source localization. Electroencephalogr. Clin. Neurophysiol. 86 (1993) 303-321
40. Nunez P.L., Pilgreen K.L., Westdorp A.F., Law S.K., and Nelson A.V. A visual study of surface potentials and laplacians due to distributed neocortical sources: computer simulated and evoked potentials. Brain Topogr. 4 (1991) 151-168
41. Nunez P.L., Silberstein R.B., Cadusch P.J., Wijesinghe R.S., Westdorp A.F., and Srinivasan R. A theoretical and experimental study of high resolution EEG based on surface laplacians and cortical imaging. Electroencephalogr. Clin. Neurophysiol. 90 (1994) 40-57
42. Onton J., Delorme A., and Makeig S. Frontal midline EEG dynamics during working memory. NeuroImage 27 (2005) 341-356
43. Oostendorp T.F., and van Oosterom A. Source parameter estimation in inhomogeneous volume conductors of arbitrary shape. IEEE Trans. Biomed. Eng. 36 (1989) 382-391
44. Pascual-Marqui R.D., Michel C.M., and Lehmann D. Low resolution electromagnetic tomography: a new method for localizing electrical activity of the brain. Int. J. Psychophysiol. 18 (1994) 49-65
45. Pearlmutter B.A., and Parra L.C. A context-sensitive generalization of ICA, 1996. International Conference on Neural Information Processing, Hong Kong (1996)
46. Petersen K.S., Hansen L.K., Kolenda T., Rostrup E., and Strother S.C. On the independent components of functional neuroimages. Proc. Int. Conf. on Independent Component Analysis and Blind Signal Separation, Helsinki (2000) 615-620
47. Rushworth M.F., Walton M.E., Kennerley S.W., and Bannerman D.M. Action sets and decisions in the medial frontal cortex. Trends Cogn. Sci. 8 9 (2004) 410-417
48. Scherg M., and Cramon D.V. Two bilateral sources of the late AEP as identified by a spatio-temporal dipole model. Electroencephalogr. Clin. Neurophysiol. 62 (1985) 32-44
49. Scherg M., and Cramon D.V. Evoked dipole source potentials of the human auditory cortex. Electroencephalogr. Clin. Neurophysiol. 65 (1986) 344-360
50. Schmidt D.M., George J.S., and Wood C.C. Bayesian inference applied to the electromagnetic inverse problem. Hum. Brain Mapp. 7 (1999) 195-212
51. Spencer K.M., Dien J., and Donchin E. Spatiotemporal analysis of the late ERP responses to deviant stimuli, psychophysiology. Psychophysiology 38 (2001) 343-358
52. Stone J.V., Porrill J., Porter N.R., and Wilkinson I.W. Spatiotemporal independent component analysis of event-related fMRI data using skewed probability density functions. NeuroImage 15 2 (2002) 407-421
53. Tang A.C., Phung D., Pearlmutter B.A., and Christner R. Localization of independent components from magnetoencephalography. Workshop on Independent Component Analysis and Blind Signal Separation (2000) 387-392
54. Tass P.A. Phase Resetting in Medicine and Biology-Stochastic Modelling and Data Analysis (1999), Springer, Berlin
55. Tass P., and Haken H. Synchronized oscillations in the visual cortex-A synergetic model. Biol. Cybern. 74 (1996) 31-39
56. Tendolkar I., Rugg M.D., Fell J., Vogt H., Scholz M., Hinrichs H., and Heinze H.J. A magnetoencephalographic study of brain activity related to recognition memory in healthy young human subjects. Neurosci. Lett. 280 (2000) 69-72
57. Tikhonov A., and Arsenin V. Solutions of Ill-Posed Problems (1977), Winston, Washington, DC
58. Uchida S., Maehara T., Hirai N., Kawa K., and Shimizu H. Theta oscillation in the anterior cingulate and beta-1 oscillation in the medial temporal cortices: a human case report. J. Clin. Neurosci. 10 3 (2003) 371-374
59. Ullsperger M., and von Cramon D.Y. Error monitoring using external feedback: specific roles of the habenular complex, the reward system, and the cingulate motor area revealed by fMRI. J. Neurosci. 23 10 (2003) 4308-4314
60. Vigário R., Särelä J., Jousmaki V., and Oja E. Independent component analysis in decomposition of auditory and somatosensory evoked fields. First International Conference on Independent Component Analysis and Signal Separation (1999) 167-172
61. Zhukov L.E., Weinstein D.W., and Johnson C. Independent component analysis for EEG source localization in realistic head models. IEEE Eng. Med. Biol. 19 (2000) 87-96