| IEICE Technical Committee Submission System Conference Paper's Information |
Online Proceedings [Sign in] Tech. Rep. Archives |
| Go Top Page | Go Previous | [Japanese] / [English] |
| Paper Abstract and Keywords | ||
| Presentation | 2020-10-29 10:15 A Proposal for Analysis Method to Search Combinations of Frequency Components by Using a Genetic Algorithm and Linear Discrimination Analysis Towards EEG-based Understanding of Psychological States Kohei Satoh (SIT), Kodai Ito, Mitsunori Tada (AIST), Ryota Horie (SIT)  MBE2020-14 |
|
| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | In this study, we propose a method to search for frequency components of EEG signals that are strongly influenced by a specific psychological state. The proposed method consists of a genetic algorithm (GA) and a linear discrimination analysis (LDA). After measuring EEG signals during psychological experiments, LDA is used to discriminate the psychological states of the EEG from the frequency spectrum of the EEG, and Fitness is calculated based on its discrimination accuracy. An optimal combination of frequency components with the highest fitness is searched.We conducted experiments and the results of the proposed analysis and their validation are reported. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | EEG / Psychological States / Genetic Algorithm / Linear Discrimination Analysis / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 120, no. 215, MBE2020-14, pp. 9-14, Oct. 2020. | |
| Paper # | MBE2020-14 | |
| Date of Issue | 2020-10-22 (MBE) | |
| ISSN | Online edition: ISSN 2432-6380 | |
| Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) | |
| Download PDF | MBE2020-14 |
|
| Conference Information | |
| Committee | MBE NC NLP CAS |
| Conference Date | 2020-10-29 - 2020-10-30 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | ME，NC，CAS，NLP |
| Paper Information | |
| Registration To | MBE |
| Conference Code | 2020-10-MBE-NC-NLP-CAS |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Proposal for Analysis Method to Search Combinations of Frequency Components by Using a Genetic Algorithm and Linear Discrimination Analysis Towards EEG-based Understanding of Psychological States |
| Sub Title (in English) | |
| Keyword(1) | EEG |
| Keyword(2) | Psychological States |
| Keyword(3) | Genetic Algorithm |
| Keyword(4) | Linear Discrimination Analysis |
| Keyword(5) | |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Kohei Satoh |
| 1st Author's Affiliation | Graduate School of Engineering and Science, Shibaura Institute of Technology (SIT) |
| 2nd Author's Name | Kodai Ito |
| 2nd Author's Affiliation | Digital Human Research Team Artificial Intelligence Research Center, AIST (AIST) |
| 3rd Author's Name | Mitsunori Tada |
| 3rd Author's Affiliation | Digital Human Research Team Artificial Intelligence Research Center, AIST (AIST) |
| 4th Author's Name | Ryota Horie |
| 4th Author's Affiliation | College of Engineering, Shibaura Institute of Technology (SIT) |
| 5th Author's Name | |
| 5th Author's Affiliation | () |
| 6th Author's Name | |
| 6th Author's Affiliation | () |
| 7th Author's Name | |
| 7th Author's Affiliation | () |
| 8th Author's Name | |
| 8th Author's Affiliation | () |
| 9th Author's Name | |
| 9th Author's Affiliation | () |
| 10th Author's Name | |
| 10th Author's Affiliation | () |
| 11th Author's Name | |
| 11th Author's Affiliation | () |
| 12th Author's Name | |
| 12th Author's Affiliation | () |
| 13th Author's Name | |
| 13th Author's Affiliation | () |
| 14th Author's Name | |
| 14th Author's Affiliation | () |
| 15th Author's Name | |
| 15th Author's Affiliation | () |
| 16th Author's Name | |
| 16th Author's Affiliation | () |
| 17th Author's Name | |
| 17th Author's Affiliation | () |
| 18th Author's Name | |
| 18th Author's Affiliation | () |
| Speaker | Author-1 |
| Date Time | 2020-10-29 10:15:00 |
| Presentation Time | 25 minutes |
| Registration for | MBE |
| Paper # | MBE2020-14 |
| Volume (vol) | vol.120 |
| Number (no) | no.215 |
| Page | pp.9-14 |
| #Pages | 6 |
| Date of Issue | 2020-10-22 (MBE) |
[Return to Top Page]