Paper Abstract and Keywords |
Presentation |
2020-12-18 09:40
Investigation of the relationship between heart rate variability spectrogram and human preference using CNN Shuhei Kishida, Yohei Ochiai, Koki Buyo, Yuya Okazaki, Yuuko Horita (Univ. of Toyama) IMQ2020-8 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In order to provide products and services optimized for each user, biological signals such as heart rate variability and pulse waves, which can estimate values and preferences from the user's unconsciousness, are effective. Therefore, in this paper, we created a subject's heart rate variability spectrogram (HRVS) for still images using a trained convolutional neural network (CNN) and Support vector machine (SVM), and expressed the degree of change in the spectrogram as a difference. Using the difference spectrogram, we investigate whether people's preference can be discriminated. Specifically, transfer learning is performed on the trained models of VGG16, ResNet50, and Inception-V3. Using these models, we showed the images to the subjects and extracted the measured HRVS features, and confirmed whether the subjects' preferences could be discriminated using SVM. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
CNN / SVM / HRVS / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 120, no. 303, IMQ2020-8, pp. 5-8, Dec. 2020. |
Paper # |
IMQ2020-8 |
Date of Issue |
2020-12-11 (IMQ) |
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 |
IMQ2020-8 |
Conference Information |
Committee |
IMQ |
Conference Date |
2020-12-18 - 2020-12-18 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
|
Paper Information |
Registration To |
IMQ |
Conference Code |
2020-12-IMQ |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Investigation of the relationship between heart rate variability spectrogram and human preference using CNN |
Sub Title (in English) |
|
Keyword(1) |
CNN |
Keyword(2) |
SVM |
Keyword(3) |
HRVS |
Keyword(4) |
|
Keyword(5) |
|
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Shuhei Kishida |
1st Author's Affiliation |
University of Toyama (Univ. of Toyama) |
2nd Author's Name |
Yohei Ochiai |
2nd Author's Affiliation |
University of Toyama (Univ. of Toyama) |
3rd Author's Name |
Koki Buyo |
3rd Author's Affiliation |
University of Toyama (Univ. of Toyama) |
4th Author's Name |
Yuya Okazaki |
4th Author's Affiliation |
University of Toyama (Univ. of Toyama) |
5th Author's Name |
Yuuko Horita |
5th Author's Affiliation |
University of Toyama (Univ. of Toyama) |
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 |
() |
19th Author's Name |
|
19th Author's Affiliation |
() |
20th Author's Name |
|
20th Author's Affiliation |
() |
Speaker |
Author-1 |
Date Time |
2020-12-18 09:40:00 |
Presentation Time |
25 minutes |
Registration for |
IMQ |
Paper # |
IMQ2020-8 |
Volume (vol) |
vol.120 |
Number (no) |
no.303 |
Page |
pp.5-8 |
#Pages |
4 |
Date of Issue |
2020-12-11 (IMQ) |
|