Paper Abstract and Keywords |
Presentation |
2020-01-10 10:50
Evaluation of automatic clustering by unsupervised learning with non-stationary sounds Yuta Tanaka, Hiyoyuki Nishi, Manabu Okamoto (Sojo Univ.) ICM2019-38 LOIS2019-53 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In order to monitor the elderly without contact and non-invasiveness, it is effective to identify recorded sounds from daily life by machine learning. However, a huge amount of labeled data is required, and there is little data for the sound from elderly's life, so a huge amount of new work is required. Therefore, in this research, we will consider a method of automatically classifying (clustering) recorded sounds. In particular, we propose a method of cluster consolidation by automatic clustering of the sounds from daily life and verifying the difference between the average value and the standard deviation from the past cluster against the clustering result.
As a result of experiments using only non-stationary sounds, it was found that it was difficult to evaluate correctly based on the F value |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Elderly people / Observation / Sounds from daily life / Clustering / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 119, no. 359, LOIS2019-53, pp. 45-50, Jan. 2020. |
Paper # |
LOIS2019-53 |
Date of Issue |
2020-01-02 (ICM, LOIS) |
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 |
ICM2019-38 LOIS2019-53 |
Conference Information |
Committee |
LOIS ICM |
Conference Date |
2020-01-09 - 2020-01-10 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
ARKAS SASEBO |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Practical Use of Lifelog, Office Information System, Business Management, etc. |
Paper Information |
Registration To |
LOIS |
Conference Code |
2020-01-LOIS-ICM |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Evaluation of automatic clustering by unsupervised learning with non-stationary sounds |
Sub Title (in English) |
|
Keyword(1) |
Elderly people |
Keyword(2) |
Observation |
Keyword(3) |
Sounds from daily life |
Keyword(4) |
Clustering |
Keyword(5) |
|
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Yuta Tanaka |
1st Author's Affiliation |
Sojo University (Sojo Univ.) |
2nd Author's Name |
Hiyoyuki Nishi |
2nd Author's Affiliation |
Sojo University (Sojo Univ.) |
3rd Author's Name |
Manabu Okamoto |
3rd Author's Affiliation |
Sojo University (Sojo Univ.) |
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 |
2020-01-10 10:50:00 |
Presentation Time |
25 minutes |
Registration for |
LOIS |
Paper # |
ICM2019-38, LOIS2019-53 |
Volume (vol) |
vol.119 |
Number (no) |
no.358(ICM), no.359(LOIS) |
Page |
pp.45-50 |
#Pages |
6 |
Date of Issue |
2020-01-02 (ICM, LOIS) |
|