Information: Join today and make your research activities more affordable! Technical workshop participation fees and annual registration fees are available at member rates.
Notice: [Important] Announcement of Changes to Registration Fee Payment and Manuscript Upload Procedures for IEICE Technical Meetings
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 2022-01-20 10:15
A Study on Automatic Detection of Sleep Spindle Waves Using BiLSTM
Mitsuki Miyazoe, Takahiro Natori (Tokyo Univ Of Science), Mitsuo Hayashi (Hiroshima Univ.), Naoyuki Aikawa (Tokyo Univ Of Science) CAS2021-52 ICTSSL2021-29
Abstract (in Japanese) (See Japanese page) 
(in English) The detection of the appearance of sleep spindle waves is important for clarifying the detailed relationship between the quality and length of naps. In the past, LSTM was used as a regression analysis method to detect sleep spindle waves, but there were problems such as the need to manually determine the threshold value when detecting sleep spindle waves. In this paper, we propose a method for automatic detection of sleep spindle waves using BiLSTM. The proposed method automatically detects the sleep spindle waves by constructing a softmax layer and a classification output layer in the output layer of BiLSTM.
Keyword (in Japanese) (See Japanese page) 
(in English) Deep Learning / BiLSTM / EEG / sleep spindle / time-domain analysis / / /  
Reference Info. IEICE Tech. Rep., vol. 121, no. 325, CAS2021-52, pp. 6-9, Jan. 2022.
Paper # CAS2021-52 
Date of Issue 2022-01-13 (CAS, ICTSSL) 
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 CAS2021-52 ICTSSL2021-29

Conference Information
Committee ICTSSL CAS  
Conference Date 2022-01-20 - 2022-01-21 
Place (in Japanese) (See Japanese page) 
Place (in English) Online 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To CAS 
Conference Code 2022-01-ICTSSL-CAS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) A Study on Automatic Detection of Sleep Spindle Waves Using BiLSTM 
Sub Title (in English)  
Keyword(1) Deep Learning  
Keyword(2) BiLSTM  
Keyword(3) EEG  
Keyword(4) sleep spindle  
Keyword(5) time-domain analysis  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Mitsuki Miyazoe  
1st Author's Affiliation Tokyo University Of Science (Tokyo Univ Of Science)
2nd Author's Name Takahiro Natori  
2nd Author's Affiliation Tokyo University Of Science (Tokyo Univ Of Science)
3rd Author's Name Mitsuo Hayashi  
3rd Author's Affiliation Hiroshima University (Hiroshima Univ.)
4th Author's Name Naoyuki Aikawa  
4th Author's Affiliation Tokyo University Of Science (Tokyo Univ Of Science)
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 ()
21st Author's Name  
21st Author's Affiliation ()
22nd Author's Name  
22nd Author's Affiliation ()
23rd Author's Name  
23rd Author's Affiliation ()
24th Author's Name  
24th Author's Affiliation ()
25th Author's Name  
25th Author's Affiliation ()
26th Author's Name / /
26th Author's Affiliation ()
()
27th Author's Name / /
27th Author's Affiliation ()
()
28th Author's Name / /
28th Author's Affiliation ()
()
29th Author's Name / /
29th Author's Affiliation ()
()
30th Author's Name / /
30th Author's Affiliation ()
()
31st Author's Name / /
31st Author's Affiliation ()
()
32nd Author's Name / /
32nd Author's Affiliation ()
()
33rd Author's Name / /
33rd Author's Affiliation ()
()
34th Author's Name / /
34th Author's Affiliation ()
()
35th Author's Name / /
35th Author's Affiliation ()
()
36th Author's Name / /
36th Author's Affiliation ()
()
Speaker Author-1 
Date Time 2022-01-20 10:15:00 
Presentation Time 25 minutes 
Registration for CAS 
Paper # CAS2021-52, ICTSSL2021-29 
Volume (vol) vol.121 
Number (no) no.325(CAS), no.326(ICTSSL) 
Page pp.6-9 
#Pages 4 
Date of Issue 2022-01-13 (CAS, ICTSSL) 

[Return to Top Page]

[Return to IEICE Web Page]
The Institute of Electronics, Information and Communication Engineers (IEICE), Japan