• DocumentCode
    547776
  • Title

    The chaotic behavior of EEG signals during Reiki

  • Author

    Ghobadi, Sahar ; Rahati, Saied ; Golmakani, Abbas ; Fadardi, Javad Salehi

  • Author_Institution
    Dept. of Biomed. Eng., Islamic Azad Univ., Mashhad, Iran
  • fYear
    2011
  • fDate
    17-19 May 2011
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    For the first time, we have measured EEG signals during Reiki. EEG signals of 30 persons during receiving Reiki in two groups of Reiki and Placebo were collected. Nonlinear features such as fractal dimension, Lyapunov exponent; approximate entropy and phase space plot of data set were extracted. Finally, t-tests were calculated to compare target features. The results showed that there was a significant increase in nonlinear features in the Reiki group compared to the Placebo group and these groups significantly separated from each other. The increases showed the raising of active functional processing in the brain and complexity during the Reiki. The limited amount of fractal dimension and positive Lyapunov exponent in Reiki group compared with the placebo shows that EEG signal has a chaotic behavior. Moreover, we used SVM classifier to separate these groups; the maximum classification accuracy was obtained around 80.5%. We measured the emotional states of the subjects on a Likert scale (from before to after the Reiki) and it was shown that senses of relaxation were increased to a higher degree during Reiki than during the Placebo condition.
  • Keywords
    Lyapunov methods; electroencephalography; entropy; medical computing; neurophysiology; phase space methods; support vector machines; EEG signals; Likert scale; Placebo group; Reiki group; SVM classifier; approximate entropy; brain; chaotic behavior; fractal dimension; functional processing; maximum classification accuracy; nonlinear features; phase space plot; positive Lyapunov exponent; t-tests; Biomedical monitoring; Complexity theory; Electroencephalography; Entropy; Fractals; Support vector machines; Approximate entropy; Lyapunov exponent; Reiki; Support Vector Machines; fractal dimension; placebo;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electrical Engineering (ICEE), 2011 19th Iranian Conference on
  • Conference_Location
    Tehran
  • Print_ISBN
    978-1-4577-0730-8
  • Electronic_ISBN
    978-964-463-428-4
  • Type

    conf

  • Filename
    5955665