Presentation | 2013-09-25 A Study on Classification of Emotional State Using HRV and Chaos Analysis of ECG Akira OHASHI, Naoki JINBO, Ryo SHINOZAKI, Masahiro NAKAGAWA, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Evaluation methods of the human mental condition are the subject investigated of actively. In this study, we propose a classification method of emotional states based on HRV and chaos analysis of ECG. We applied the proposed method to ECG data in each state of rest, pleasure and unpleasure, and obtained fine classification results from most subjects. For example, the probability of correct classification in rest state was 94%. In the each case of pleasure and unpleasure state , probability of correct classification was 78,83%. We discussed a validity of chaos features from the randomized feature. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | HRV / ECG / Emotion / Chaos analysis / pattern classification |
Paper # | MBE2013-55,NC2013-41 |
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Committee | MBE |
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Conference Date | 2013/9/17(1days) |
Place (in Japanese) | (See Japanese page) |
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Registration To | ME and Bio Cybernetics (MBE) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | A Study on Classification of Emotional State Using HRV and Chaos Analysis of ECG |
Sub Title (in English) | |
Keyword(1) | HRV |
Keyword(2) | ECG |
Keyword(3) | Emotion |
Keyword(4) | Chaos analysis |
Keyword(5) | pattern classification |
1st Author's Name | Akira OHASHI |
1st Author's Affiliation | Nagaoka University of Technology() |
2nd Author's Name | Naoki JINBO |
2nd Author's Affiliation | UNION TOOL CO. |
3rd Author's Name | Ryo SHINOZAKI |
3rd Author's Affiliation | UNION TOOL CO. |
4th Author's Name | Masahiro NAKAGAWA |
4th Author's Affiliation | Nagaoka University of Technology |
Date | 2013-09-25 |
Paper # | MBE2013-55,NC2013-41 |
Volume (vol) | vol.113 |
Number (no) | 222 |
Page | pp.pp.- |
#Pages | 6 |
Date of Issue |