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 2020-08-27 13:30
[Invited Talk] Recent Advance of Deep-Unfolded Algorithms for Signal Processing and Wireless Communications
Satoshi Takabe (NITech) SIP2020-30
Abstract (in Japanese) (See Japanese page) 
(in English) In this talk, I will briefly review recent progress of deep unfolding as a promising deep learning technique. A network architecture of deep unfolding is given by unfolding the recursive structure of existing iterative algorithms and embedding trainable parameters. Then, if all sub-processes of the unfolded algorithm are differentiable, these trainable parameters can be learned by standard deep learning techniques such as back propagation. In this sense, deep unfolding is a variant of data-driven algorithm design and deeply related to recently proposed idea of differentiable programming. Advantages of deep unfolding are as follows: (i) a wide range of domain-specific algorithms are available. (ii) Deep-unfolded algorithms can improve convergence speed and convergent performance by learning rather small number of trainable parameters with low training cost. (iii) Learned parameters are possibly interpretable. From these advantages, deep unfolding has been widely applied to signal processing including wireless communications and other inverse problems. In the talk, first I will introduce a basic idea of deep unfolding, and present some examples of deep-unfolded algorithms for compressed sensing and other wireless communication problems such as MIMO signal detection. We also discuss future directions of deep unfolding.
Keyword (in Japanese) (See Japanese page) 
(in English) deep learning / deep unfolding / MIMO / compressed sensing / / / /  
Reference Info. IEICE Tech. Rep., vol. 120, no. 142, SIP2020-30, pp. 11-11, Aug. 2020.
Paper # SIP2020-30 
Date of Issue 2020-08-20 (SIP) 
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 SIP2020-30

Conference Information
Committee SIP  
Conference Date 2020-08-27 - 2020-08-28 
Place (in Japanese) (See Japanese page) 
Place (in English) Online 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To SIP 
Conference Code 2020-08-SIP 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Recent Advance of Deep-Unfolded Algorithms for Signal Processing and Wireless Communications 
Sub Title (in English)  
Keyword(1) deep learning  
Keyword(2) deep unfolding  
Keyword(3) MIMO  
Keyword(4) compressed sensing  
Keyword(5)  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Satoshi Takabe  
1st Author's Affiliation Nagoya Institute of Technology (NITech)
2nd Author's Name  
2nd Author's Affiliation ()
3rd Author's Name  
3rd Author's Affiliation ()
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 ()
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 2020-08-27 13:30:00 
Presentation Time 45 minutes 
Registration for SIP 
Paper # SIP2020-30 
Volume (vol) vol.120 
Number (no) no.142 
Page p.11 
#Pages 1 
Date of Issue 2020-08-20 (SIP) 

[Return to Top Page]

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