Presentation 2011-07-26
Detection of alpha phase modulation caused by visual input
Yasushi NARUSE, Ken TAKIYAMA, Masato OKADA, Hiroaki UMEHARA,
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Abstract(in English) Ongoing oscillations in electroencephalogram (EEG) and magnetoencephalogram (MEG) have recently gained attention, since they are synchronized among cortical areas. This phenomenon is caused by phase modulations of the ongoing oscillations. In order to detect phase modulations, we averaged many trials since the signal to noise ratio of EEG and MEG was low. Thus, we have detected only the phase modulations that are synchronized between trials. However, all of the phase modulations are not synchronized between trials, and therefore, we have missed many of the modulations that are not synchronized between trials. In this study, we developed a novel method for detecting phase modulations of the ongoing oscillations in a single trial. We modeled the phase and amplitude of an ongoing oscillation as Markov random field models based on our previous study. Our method used the line process to detect modulations of the phase and amplitude of an ongoing oscillation. By using our method, we detected phase modulations of the alpha rhythm in flash EEG data after the flash stimulus onset. This result suggests that our method is useful to detect phase modulations of ongoing oscillations.
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Keyword(in English) Markov random field model / Line process / Electroencephalography / Alpha rhythm / Phase modulation
Paper # NC2011-33
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Committee NC
Conference Date 2011/7/18(1days)
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Registration To Neurocomputing (NC)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Detection of alpha phase modulation caused by visual input
Sub Title (in English)
Keyword(1) Markov random field model
Keyword(2) Line process
Keyword(3) Electroencephalography
Keyword(4) Alpha rhythm
Keyword(5) Phase modulation
1st Author's Name Yasushi NARUSE
1st Author's Affiliation Advanced ICT Research Institude, National Institute of Information and Communications Technology()
2nd Author's Name Ken TAKIYAMA
2nd Author's Affiliation Graduate School of Frontier Sciences, The University of Tokyo
3rd Author's Name Masato OKADA
3rd Author's Affiliation Graduate School of Frontier Sciences, The University of Tokyo:Brain Science Institute, RIKEN
4th Author's Name Hiroaki UMEHARA
4th Author's Affiliation Advanced ICT Research Institude, National Institute of Information and Communications Technology
Date 2011-07-26
Paper # NC2011-33
Volume (vol) vol.111
Number (no) 157
Page pp.pp.-
#Pages 4
Date of Issue