| Presentation | 2014-06-26 Current Dipole Localization from EEG by Multiple Particle Filters and Model Selection Yuki KANEDA, Sho SONODA, Hideitsu HINO, Noboru MURATA, |
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| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this study, the location, the moment and the number of ionic current modeled as dipoles are estimated from EEG data. The source localization problem is formulated as an inverse problem of the EEG generative model and the location and moment of dipoles are estimated by multiple particle filters. The appropriate number of dipoles is selected by a model selection criterion. The proposed method is shown to estimate accurately the locations and moments of dipoles of appropriate numbers. The proposed method is also applied to pattern reversal VEP data and shown to estimate the locations and the moments and the number of the dipoles. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | source localization problem / particle filter / model selection / EEG |
| Paper # | NC2014-5,IBISML2014-5 |
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| Conference Information | |
| Committee | IBISML |
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| Conference Date | 2014/6/18(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Information-Based Induction Sciences and Machine Learning (IBISML) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Current Dipole Localization from EEG by Multiple Particle Filters and Model Selection |
| Sub Title (in English) | |
| Keyword(1) | source localization problem |
| Keyword(2) | particle filter |
| Keyword(3) | model selection |
| Keyword(4) | EEG |
| 1st Author's Name | Yuki KANEDA |
| 1st Author's Affiliation | Faculty of Science and Engineering, Waseda University() |
| 2nd Author's Name | Sho SONODA |
| 2nd Author's Affiliation | Faculty of Science and Engineering, Waseda University |
| 3rd Author's Name | Hideitsu HINO |
| 3rd Author's Affiliation | Graduate School of System and Information Engineering, University of Tsukuba |
| 4th Author's Name | Noboru MURATA |
| 4th Author's Affiliation | Faculty of Science and Engineering, Waseda University |
| Date | 2014-06-26 |
| Paper # | NC2014-5,IBISML2014-5 |
| Volume (vol) | vol.114 |
| Number (no) | 105 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |