| Presentation | 2005-03-25 An Application of EEG Analyses based on Fractal Theory to Emotion Information Processing Takuya IIZUKA, Masahiro NAKAGAWA, |
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| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Emotion fractal-dimension analysis method is proposed to evaluate the state of mind of human beings, with fractal-dimension analysis of electroencephalograph (EEG). In this approach, EEG features are extracted from fractal-dimension of differential signals of EEGs measured through ten EEG electrodes so as to extract the fundamental emotions such as anger, joy, relaxation, sadness and worry. In this report, we shall perform leaning by means of the neural network and compare its result with an emotion matrix about recognition accuracy. As results, the improvement in the recognition accuracy about 15[%] is found be carried out by means of the neural network. In addition, we shall estimate the related measurement locations by means of the emotion matrix or a connection weight of the neural network. We shall examine the relations between the measured locations and the resultant emotions. When subjects imagine fundamental emotions, one may find the relation between the measured locations on the basis of Ch3, and Ch4 and the emotions through the construct the emotion matrix. In addition, the relation between the measured locations on the basis of Ch7, and Ch11 and the emotions through construct the connection weight of the neural network may be found. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | EEG / Emotion / Fractal dimension / Emotional information Analysis / Emotional Fractal-dimension Analysis Method |
| Paper # | NLP2004-124 |
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| Conference Information | |
| Committee | NLP |
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| Conference Date | 2005/3/18(1days) |
| Place (in Japanese) | (See Japanese page) |
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| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Nonlinear Problems (NLP) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | An Application of EEG Analyses based on Fractal Theory to Emotion Information Processing |
| Sub Title (in English) | |
| Keyword(1) | EEG |
| Keyword(2) | Emotion |
| Keyword(3) | Fractal dimension |
| Keyword(4) | Emotional information Analysis |
| Keyword(5) | Emotional Fractal-dimension Analysis Method |
| 1st Author's Name | Takuya IIZUKA |
| 1st Author's Affiliation | Faculty of Engineering, Nagaoka University of Technology() |
| 2nd Author's Name | Masahiro NAKAGAWA |
| 2nd Author's Affiliation | Faculty of Engineering, Nagaoka University of Technology |
| Date | 2005-03-25 |
| Paper # | NLP2004-124 |
| Volume (vol) | vol.104 |
| Number (no) | 753 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |