Use of non-linear EEF measures to characterize EEG changes during mental activity

Electroencephalography and Clinical Neurophysiology

Volumn 99, Issue 3, 1996, Pages 214-224

  Stam, C J ^a   Van Woerkom, T C A M ^a   Pritchard, W S ^b  

^a LEYENBURG HOSPITAL   (Netherlands)

^b R J REYNOLDS TOBACCO COMPANY   (United States)

Author keywords

Cognition; Correlation dimension; Electroencephalogram; Mental activity; Non linear dynamics

Indexed keywords

ADULT; ARITHMETIC; ARTICLE; COGNITION; ELECTROENCEPHALOGRAM; EYELID CLOSURE; HUMAN; HUMAN EXPERIMENT; HUMAN TISSUE; INFORMATION PROCESSING; MENTAL PERFORMANCE; NONLINEAR SYSTEM; NORMAL HUMAN; PRIORITY JOURNAL; VISUAL INFORMATION; ELECTROENCEPHALOGRAPHY; EYELID; FEMALE; MALE; MATHEMATICS; MIDDLE AGED; PHYSIOLOGY; REPRODUCIBILITY; STATISTICAL MODEL; THINKING; VISION;

ADULT; ELECTROENCEPHALOGRAPHY; EYELIDS; FEMALE; HUMANS; LINEAR MODELS; MALE; MATHEMATICS; MIDDLE AGED; REPRODUCIBILITY OF RESULTS; THINKING; VISUAL PERCEPTION;

EID: 85047678403     PISSN: 00134694     EISSN: None     Source Type: Journal    
DOI: 10.1016/0013-4694(96)95638-2     Document Type: Article

References (36)

1. Başar, E. Chaos in Brain Function. Springer Verlag, Berlin, 1990.
2. Başar, E. and Bullock, T.H. Induced Rhythms in the Brain. Birkhäuser, Boston, 1992.
3. Buzug, Th., Pawelzik, K., von Stamm, J. and Pfister, G. Mutual information and global strange attractors in Taylor-Couette flow. Physica D, 1994, 72: 343-350.
4. Chwilla, D.J. and Brunia, C.H.M. Event-related potential correlates of non-motor anticipation. Biol. Psychol., 1991, 32: 125-141.
5. Chwilla, D.J. and Brunia, C.H.M. Effects of emotion on event-related potentials in an arithmetic task. J. Psychophysiol., 1992, 6: 312-332.
6. Dumas, R. and Morgan, A. EEG asymmetry as a function of occupation, task and task difficulty. Neuropsychologia, 1975, 13: 219-228.
7. Elbert, Th., Ray, W.J., Kowalik, Z.J., Skinner, J.E. and Birbaumer, N. Chaos and physiology: deterministic chaos in excitable cell assemblies. Physiol. Rev., 1994, 74: 1-47.
8. Glass, L. and Kaplan, D. Time series analysis of complex dynamics in physiology and medicine. Med. Prog. Technol., 1993, 19: 115-128.
9. Glass, L., Kaplan, D.T. and Lewis, J.E. Tests for deterministic dynamics in real and model neural networks. In: B.H. Jansen and M.E. Brandt (Eds.), Proceedings of the 2nd Annual Conference on Non-Linear Dynamical Analysis of the EEG. World Scientific, Singapore, 1993, pp. 233-249.
10. Grassberger, P. and Procaccia, I. Measuring the strangeness of strange attractors. Physica D, 1983, 9: 189-208.
11. Gregson, R.A.M., Britton, L.A., Campbell, E.A. and Gates, G.C. Comparison of the non-linear dynamics of electroencephalograms under various task loading conditions: a preliminary report. Biol. Psychol., 1990, 31: 173-191.
12. Inouye, T., Shinosali, K., Iyama, A. and Matsumoto, Y. Localization of activated areas and directional EEG patterns during mental arithmetic. Electroenceph. clin. Neurophysiol., 1993, 86: 224-230.
13. Lopes da Silva, F.H. Neural mechanisms underlying brain waves: from neural membranes to networks. Electroenceph. clin. Neurophysiol., 1991, 79: 81-93.
14. Lopes da Silva, F.H., Pijn, J.P. and Wadman, W.J. Dynamics of local neuronal networks: control parameters and state bifurcations in epileptogenesis. In: J. van Pelt, M.A. Corner, H.B.M. Uylings and F.H. Lopes da Silva (Eds.), Progress in Brain Research, Vol. 102, Elsevier, Amsterdam, 1994, pp. 359-370.
15. Lutzenberger, W., Elbert, T., Birbaumer, N., Ray, W.J. and Schupp, H. The scalp distribution of the fractal dimension of the EEG and its variation with mental tasks. Brain Topogr., 1992a, 5: 27-34.
16. Lutzenberger, W., Birbaumer, N., Flor, H., Rokstroh, B. and Elbert, Th. Dimensional analysis of the human EEG and intelligence. Neurosci. Lett., 1992b, 143: 10-14.
17. Mesulam, M.-M. A cortical network for directed attention and unilateral neglect. Ann. Neurol., 1981, 10: 309-325.
18. Nan, X. and Jinghua, X. The fractal dimension of EEG as a physical measure of conscious human brain activities. Bull. Math. Biol., 1988, 50: 559-565.
19. Palus, M. Testing for non-linearity in the EEG. In: B.H. Jansen and M.E. Brandt (Eds.), Proceedings of the 2nd Annual Conference on Non-Linear Dynamical Analysis of the EEG. World Scientific, Singapore, 1993, pp. 100-114.
20. Pijn, J.P., van Neerven, J., Noest, A. and Lopes da Silva, F.H. Chaos or noise in EEG signals: dependence on state and brain site. Electroenceph. clin. Neurophysiol., 1991, 79: 371-381.
21. Pritchard, W.S. and Duke, D.W. Dimensional analysis of no-task human EEG using the Grassberger-Procaccia method. Psychophysiology, 1992a, 29: 182-192.
22. Pritchard, W.S. and Duke, D.W. Measuring chaos in the brain: a tutorial review of non-linear dynamical EEG analysis. Int. J. Neurosci., 1992b, 67: 31-80.
23. Pritchard, W.S., Krieble, K.K. and Duke, W.W. No effect of cigarette smoking on electroencephalographic non-linearity. Psychopharmacology, 1995a, 119: 349-351.
24. Pritchard, W.S., Duke, D.W. and Krieble, K.K. Dimensional analysis of resting human EEG, II: surrogate-data testing indicates non-linearity but not low-dimensional chaos. Psychophysiology, 1995b, 32: 486-491.
25. Rapp, P.E., Bashore, Th.R., Martinerie, J.M., Albano, A.M., Zimmerman, I.D. and Mees, A.I. Dynamics of brain electrical activity. Brain Topogr., 1989, 2: 99-118.
26. Roland, P.E. and Friberg, L. Localization of cortical areas activated by thinking. J. Neurophysiol., 1985, 53: 1219-1243.
27. Rombouts, S.A.R.B., Keunen, R.W.M. and Stam, C.J. Investigation of non-linear structure in multichannel EEG. Phys. Lett. A, 1995, 202: 352-358.
28. Rosenstein, M.T., Collins, J.J. and De Luca, C.J. Reconstruction expansion as a geometry-based framework for choosing proper delay times. Physica D, 1994, 73: 82-98.
29. Stam, C.J., Tavy, D.L.J., Jelles, B., Achtereekte, H.A.M., Slaets, J.P.J. and Keunen, R.W.M. Non-linear dynamical analysis of multi-channel EEG data: clinical applications in dementia and Parkinson's disease. Brain Topogr., 1994, 7: 141-150.
30. Stam, C.J., Jelles, B., Achtereekte, H.A.M., Rombouts, S.A.R.B., Slaets, J.P.J. and Keunen, R.W.M. Investigation of EEG non-linearity in dementia and Parkinson's disease. Electroenceph. clin. Neurophysiol., 1995, 95: 309-317.
31. Steriade, M., Gloor, P., Llinás, R.R., Lopes da Silva, F.H. and Mesulam, M.M. Basic mechanisms of cerebral rhythmic activities. Electroenceph. clin. Neurophysiol., 1990, 76: 481-508.
32. Takens, F. Lecture Notes in Mathematics: Dynamical Systems and Turbulence. Springer Verlag, Berlin, 1981.
33. Theiler, J. Spurious dimension from correlation algorithms applied to limited time-series data. Phys. Rev. A, 1986, 34: 2427-2432.
34. Theiler, J., Eubank, S., Longtin, A., Galdrikian, B. and Farmer, J.D. Testing for non-linearity in time series: the method of surrogate data. Physica D, 1992, 58: 77-94.
35. Thomeer, E.C., Stam, C.J. and van Woerkom, T.C.A.M. EEG changes during mental activation. Clin. Electroencephalogr., 1994, 25: 94-98.
36. van der Stappen, M.L.M., Schouten, J.C. and van den Bleek, C.M. The gas-solids fluidized bed as a spatio-temporal chaotic system. Proceedings of the 1st International Particle Technology Forum, Denver, USA, August 17-19, 1994, Part I, pp 446-451.