Paper Abstract and Keywords |
Presentation |
2021-07-09 14:35
Consideration of the relationship between heart rate variability analysis and human preference using CNN Koki Buyo, Shuhei Kishida, Yuuko Horita (Univ. of Toyama) IMQ2021-2 HIP2021-17 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In order to provide products and services that are optimized to the values of each consumer, biometric information such as heart rate variability and electroencephalogram is useful for estimating values and preferences from the consumer's unconscious. In this report, we create a heart rate variability spectrogram (HRVS) while a subject is viewing a still image, and create a scalogram by using continuous wavelet transform in addition to the temporal differential change of the spectrogram. From these, we consider whether human preferences can be discriminated using a trained convolutional neural network (CNN) and a support vector machine (SVM). Specifically, transfer learning is performed on the trained models of VGG16, ResNet50, and Inception-V3. Using these models, we extracted the features of HRVS and discriminated the subject's preference using SVM. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
CNN / SVM / HRVS / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 121, no. 99, IMQ2021-2, pp. 1-4, July 2021. |
Paper # |
IMQ2021-2 |
Date of Issue |
2021-07-02 (IMQ, HIP) |
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 |
IMQ2021-2 HIP2021-17 |
Conference Information |
Committee |
IMQ HIP |
Conference Date |
2021-07-09 - 2021-07-09 |
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 |
2021-07-IMQ-HIP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Consideration of the relationship between heart rate variability analysis 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 |
Koki Buyo |
1st Author's Affiliation |
University of Toyama (Univ. of Toyama) |
2nd Author's Name |
Shuhei Kishida |
2nd Author's Affiliation |
University of Toyama (Univ. of Toyama) |
3rd Author's Name |
Yuuko Horita |
3rd Author's Affiliation |
University of Toyama (Univ. of Toyama) |
4th Author's Name |
|
4th Author's Affiliation |
() |
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 |
() |
19th Author's Name |
|
19th Author's Affiliation |
() |
20th Author's Name |
|
20th Author's Affiliation |
() |
Speaker |
Author-1 |
Date Time |
2021-07-09 14:35:00 |
Presentation Time |
25 minutes |
Registration for |
IMQ |
Paper # |
IMQ2021-2, HIP2021-17 |
Volume (vol) |
vol.121 |
Number (no) |
no.99(IMQ), no.100(HIP) |
Page |
pp.1-4 |
#Pages |
4 |
Date of Issue |
2021-07-02 (IMQ, HIP) |
|