Presentation | 2014-11-21 A Basic Study for Quantification and Application of Affective State Using Electroencephalography Osamu KOGA, Natsue YOSHIMURA, BELKACEM Abdelkader NASREDDINE, Duk SHIN, Hiroyuki KAMBARA, Yasuharu KOIKE, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Concerns about the usability of human-computer interfaces have been increasing in recent years. Although electroencephalography (EEG) is considered to be capable to evaluate the usability, previous researches using EEG mainly worked only on basic emotions, which are not sufficient to represent the affective state corresponding to usability. In this research, we aim to distinguish "Irritating" state, which can be considered to express the feeling of hardness of the task. We configured a novel method to elicit "Irritating" state using target reaching tasks on a computer. We simultaneously recorded EEG signals during the tasks and classified the affective state using Support Vector Machine (SVM). The accuracy of classification was reached over 84%. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Brain wave / Electroencephalography / Human Computer Interaction / Affective state |
Paper # | MBE2014-60,NC2014-30 |
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Committee | NC |
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Conference Date | 2014/11/14(1days) |
Place (in Japanese) | (See Japanese page) |
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Registration To | Neurocomputing (NC) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | A Basic Study for Quantification and Application of Affective State Using Electroencephalography |
Sub Title (in English) | |
Keyword(1) | Brain wave |
Keyword(2) | Electroencephalography |
Keyword(3) | Human Computer Interaction |
Keyword(4) | Affective state |
1st Author's Name | Osamu KOGA |
1st Author's Affiliation | Tokyo Institute of Technology() |
2nd Author's Name | Natsue YOSHIMURA |
2nd Author's Affiliation | Tokyo Institute of Technology |
3rd Author's Name | BELKACEM Abdelkader NASREDDINE |
3rd Author's Affiliation | Tokyo Institute of Technology |
4th Author's Name | Duk SHIN |
4th Author's Affiliation | Tokyo Institute of Technology |
5th Author's Name | Hiroyuki KAMBARA |
5th Author's Affiliation | Tokyo Institute of Technology |
6th Author's Name | Yasuharu KOIKE |
6th Author's Affiliation | Tokyo Institute of Technology |
Date | 2014-11-21 |
Paper # | MBE2014-60,NC2014-30 |
Volume (vol) | vol.114 |
Number (no) | 326 |
Page | pp.pp.- |
#Pages | 5 |
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