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Bonita JD, Ambolode LC, Rosenberg BM, et al. Time domain measures of inter-channel EEG correlations: a comparison of linear, nonparametric and nonlinear measures. Cogn Neurodyn. 2013;8(1):1-15doi: 10.1007/s11571-013-9267-8.
Bonita, J. D., Ambolode, L. C., Rosenberg, B. M., Cellucci, C. J., Watanabe, T. A., Rapp, P. E., & Albano, A. M. (2014). Time domain measures of inter-channel EEG correlations: a comparison of linear, nonparametric and nonlinear measures. Cognitive neurodynamics, 8(1), 1-15. https://doi.org/10.1007/s11571-013-9267-8
Bonita, J D, et al. "Time domain measures of inter-channel EEG correlations: a comparison of linear, nonparametric and nonlinear measures." Cognitive neurodynamics vol. 8,1 (2014): 1-15. doi: https://doi.org/10.1007/s11571-013-9267-8
Bonita JD, Ambolode LC, Rosenberg BM, Cellucci CJ, Watanabe TA, Rapp PE, Albano AM. Time domain measures of inter-channel EEG correlations: a comparison of linear, nonparametric and nonlinear measures. Cogn Neurodyn. 2014 Feb;8(1):1-15. doi: 10.1007/s11571-013-9267-8. Epub 2013 Sep 04. PMID: 24465281; PMCID: PMC3890093.
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Cogn Neurodyn. 2014 Feb;8(1):1-15. doi: 10.1007/s11571-013-9267-8. Epub 2013 Sep 04.

Time domain measures of inter-channel EEG correlations: a comparison of linear, nonparametric and nonlinear measures.

Cognitive neurodynamics

J D Bonita, L C C Ambolode, B M Rosenberg, C J Cellucci, T A A Watanabe, P E Rapp, A M Albano

Affiliations

  1. Department of Physics, Mindanao State University-Iligan Institute of Technology, 9200 Iligan City, Philippines.
  2. Thomas Jefferson University College of Medicine, Philadelphia, PA USA.
  3. Aquinas, LLC, Berwyn, PA 19312 USA.
  4. Lannister-Finn, Bryn Mawr, PA 19010 USA.
  5. Department of Military and Emergency Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD 20814 USA.
  6. Physics Department, Bryn Mawr College, Bryn Mawr, PA 19010 USA.

PMID: 24465281 PMCID: PMC3890093 DOI: 10.1007/s11571-013-9267-8

Abstract

Correlations between ten-channel EEGs obtained from thirteen healthy adult participants were investigated. Signals were obtained in two behavioral states: eyes open no task and eyes closed no task. Four time domain measures were compared: Pearson product moment correlation, Spearman rank order correlation, Kendall rank order correlation and mutual information. The psychophysiological utility of each measure was assessed by determining its ability to discriminate between conditions. The sensitivity to epoch length was assessed by repeating calculations with 1, 2, 3, …, 8 s epochs. The robustness to noise was assessed by performing calculations with noise corrupted versions of the original signals (SNRs of 0, 5 and 10 dB). Three results were obtained in these calculations. First, mutual information effectively discriminated between states with less data. Pearson, Spearman and Kendall failed to discriminate between states with a 1 s epoch, while a statistically significant separation was obtained with mutual information. Second, at all epoch durations tested, the measure of between-state discrimination was greater for mutual information. Third, discrimination based on mutual information was more robust to noise. The limitations of this study are discussed. Further comparisons should be made with frequency domain measures, with measures constructed with embedded data and with the maximal information coefficient.

Keywords: EEG; Kendall rank order correlation; Mutual information; Pearson product moment correlation; Quantitative EEG; Spearman rank order correlation

References

  1. Clin Neurophysiol. 2005 Oct;116(10):2266-301 - PubMed
  2. Phys Rev Lett. 2000 Jul 10;85(2):461-4 - PubMed
  3. Biol Psychiatry. 2002 Jun 15;51(12):1008-11 - PubMed
  4. Neuroimage. 2003 Jun;19(2 Pt 1):466-70 - PubMed
  5. Electroencephalogr Clin Neurophysiol. 1998 Mar;106(3):229-37 - PubMed
  6. Hum Brain Mapp. 2007 Nov;28(11):1178-93 - PubMed
  7. J Neurosci Methods. 2009 Sep 30;183(1):9-18 - PubMed
  8. J Neurosci. 2010 Jul 14;30(28):9477-87 - PubMed
  9. PLoS One. 2009 Nov 26;4(11):e8081 - PubMed
  10. Nature. 1998 Jun 4;393(6684):440-2 - PubMed
  11. Brain. 2010 Aug;133(Pt 8):2365-81 - PubMed
  12. J Neurosci. 2004 Oct 20;24(42):9228-31 - PubMed
  13. Brain. 2009 Jan;132(Pt 1):213-24 - PubMed
  14. J Cereb Blood Flow Metab. 1993 Jan;13(1):5-14 - PubMed
  15. Proc Natl Acad Sci U S A. 2006 Dec 19;103(51):19219-20 - PubMed
  16. Neurology. 2010 Jul 13;75(2):168-76 - PubMed
  17. Phys Rev E Stat Nonlin Soft Matter Phys. 2007 Aug;76(2 Pt 2):026209 - PubMed
  18. PLoS One. 2009 Dec 14;4(12):e8220 - PubMed
  19. J Neural Eng. 2007 Dec;4(4):349-55 - PubMed
  20. Neuroimage. 2010 Jan 1;49(1):668-93 - PubMed
  21. Clin Neurophysiol. 2005 Dec;116(12):2719-33 - PubMed
  22. Curr Opin Neurol. 2012 Dec;25(6):670-5 - PubMed
  23. Neuroimage. 2011 Apr 1;55(3):1189-99 - PubMed
  24. Clin Neurophysiol. 1999 Mar;110(3):469-86 - PubMed
  25. Nonlinear Biomed Phys. 2007 Jul 05;1(1):3 - PubMed
  26. Methods Find Exp Clin Pharmacol. 2002;24 Suppl C:91-5 - PubMed
  27. Electroencephalogr Clin Neurophysiol. 1983 Aug;56(2):194-209 - PubMed
  28. Biol Psychiatry. 2006 Aug 1;60(3):218-25 - PubMed
  29. Neuroscientist. 2006 Dec;12(6):512-23 - PubMed
  30. Neurobiol Aging. 2010 May;31(5):780-6 - PubMed
  31. Clin Neurophysiol. 2004 Oct;115(10):2292-307 - PubMed
  32. Neuroinformatics. 2005;3(4):315-8 - PubMed
  33. Brain Inj. 2009 Jul;23(7):675-85 - PubMed
  34. J Hist Behav Sci. 2012 Winter;48(1):40-54 - PubMed
  35. Int J Psychophysiol. 2011 Feb;79(2):89-96 - PubMed
  36. Am J Psychiatry. 2004 Jan;161(1):36-44 - PubMed
  37. Hum Brain Mapp. 2009 Feb;30(2):403-16 - PubMed
  38. Neuro Oncol. 2008 Oct;10(5):734-44 - PubMed
  39. Biol Cybern. 2000 Oct;83(4):355-66 - PubMed
  40. Neuroimage. 2011 Feb 14;54(4):2563-70 - PubMed
  41. Clin Neurophysiol. 2007 Apr;118(4):918-27 - PubMed
  42. Curr Opin Neurol. 2012 Dec;25(6):662-9 - PubMed
  43. Electroencephalogr Clin Neurophysiol. 1993 Apr;86(4):224-30 - PubMed
  44. Epilepsia. 1985 Jan-Feb;26(1):85-94 - PubMed
  45. Brain. 2004 Aug;127(Pt 8):1811-21 - PubMed
  46. Clin Neurophysiol. 2006 Sep;117(9):2039-49 - PubMed
  47. Electroencephalogr Clin Neurophysiol. 1983 Mar;55(3):290-300 - PubMed
  48. J Neurophysiol. 2004 Apr;91(4):1883-98 - PubMed
  49. J Hist Neurosci. 2001 Mar;10(1):67-78 - PubMed
  50. Nat Rev Neurosci. 2005 Apr;6(4):285-96 - PubMed
  51. Neuroinformatics. 2005;3(4):301-14 - PubMed
  52. Schizophr Res. 2006 Oct;87(1-3):60-6 - PubMed
  53. Neuron. 2006 Oct 5;52(1):155-68 - PubMed
  54. Neuroimage. 2002 Mar;15(3):661-74 - PubMed
  55. Phys Rev Lett. 1988 May 2;60(18):1773-1776 - PubMed
  56. Neuroimage. 2003 Sep;20(1):466-78 - PubMed
  57. Alzheimers Dement. 2008 Jul;4(4):265-70 - PubMed
  58. Science. 1974 Mar 1;183(4127):873-5 - PubMed
  59. Biol Psychiatry. 2007 Aug 1;62(3):270-3 - PubMed
  60. Science. 2011 Dec 16;334(6062):1518-24 - PubMed
  61. Phys Rev E Stat Nonlin Soft Matter Phys. 2002 Apr;65(4 Pt 1):041903 - PubMed
  62. Neuroimage. 2006 Sep;32(3):1335-44 - PubMed
  63. Phys Rev E Stat Nonlin Soft Matter Phys. 2005 Jun;71(6 Pt 2):066208 - PubMed
  64. Behav Neurol. 2013;27(2):201-12 - PubMed
  65. Methods Find Exp Clin Pharmacol. 2002;24 Suppl D:5-12 - PubMed
  66. Int J Psychophysiol. 2007 Feb;63(2):164-72 - PubMed
  67. Biol Psychiatry. 2007 Aug 1;62(3):198-206 - PubMed
  68. Phys Rev A Gen Phys. 1986 Feb;33(2):1134-1140 - PubMed
  69. Electroencephalogr Clin Neurophysiol. 1997 Nov;103(5):499-515 - PubMed
  70. Brain Res. 2008 Oct 15;1235:109-16 - PubMed
  71. Electroencephalogr Clin Neurophysiol. 1952 May;4(2):201-11 - PubMed
  72. IEEE Trans Neural Syst Rehabil Eng. 2010 Feb;18(1):11-9 - PubMed
  73. Neurosci Biobehav Rev. 2005 Jan;28(8):827-36 - PubMed
  74. Neuroimage. 2003 Jun;19(2 Pt 1):457-65 - PubMed
  75. Neuroimage. 2011 Jan;54 Suppl 1:S21-9 - PubMed
  76. Cereb Cortex. 2007 Jan;17(1):92-9 - PubMed
  77. Phys Rev E Stat Nonlin Soft Matter Phys. 2003 Jun;67(6 Pt 1):063901; author reply 063902 - PubMed
  78. Am J Psychiatry. 2005 Mar;162(3):459-65 - PubMed
  79. Science. 1977 Aug 19;197(4305):792-5 - PubMed
  80. Int J Psychophysiol. 1997 Jun;26(1-3):443-54 - PubMed
  81. Biol Cybern. 2009 Feb;100(2):129-46 - PubMed
  82. Phys Rev Lett. 2001 Nov 5;87(19):198701 - PubMed

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