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
Link To Document :
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