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 2019-03-04 14:45
Machine learning based requirements description analysis technique for creating backlogs
Ryo Ishizuka, Hironori Washizaki (Waseda Univ.), Shinobu Saito, saori ouji (NTT SIC) SS2018-62
Abstract (in Japanese) (See Japanese page) 
(in English) A large amount of demands are sent by users during systems operation. The project manager should identify the features required for the next development out of the demands. However, it is difficult to understand the whole context of the demands because there are a wide variety of the contents. We propose the machine learning based method to extract the requirements from the demands and arrange them. In our experiment used NASA datasets in Tera-PROMISE, our methods performed the document classification of requirements and specifications and clustering of requirements with high accuracy.
Keyword (in Japanese) (See Japanese page) 
(in English) Reverse Engineering / Text Mining / Classification / Clustering / Machine Learning / / /  
Reference Info. IEICE Tech. Rep., vol. 118, no. 471, SS2018-62, pp. 61-66, March 2019.
Paper # SS2018-62 
Date of Issue 2019-02-25 (SS) 
ISSN Print edition: ISSN 0913-5685  Online edition: ISSN 2432-6380
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 SS2018-62

Conference Information
Committee SS  
Conference Date 2019-03-04 - 2019-03-05 
Place (in Japanese) (See Japanese page) 
Place (in English)  
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To SS 
Conference Code 2019-03-SS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Machine learning based requirements description analysis technique for creating backlogs 
Sub Title (in English)  
Keyword(1) Reverse Engineering  
Keyword(2) Text Mining  
Keyword(3) Classification  
Keyword(4) Clustering  
Keyword(5) Machine Learning  
1st Author's Name Ryo Ishizuka  
1st Author's Affiliation Waseda University (Waseda Univ.)
2nd Author's Name Hironori Washizaki  
2nd Author's Affiliation Waseda University (Waseda Univ.)
3rd Author's Name Shinobu Saito  
3rd Author's Affiliation NTT Software Innovation Center (NTT SIC)
4th Author's Name saori ouji  
4th Author's Affiliation NTT Software Innovation Center (NTT SIC)
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 ()
Date Time 2019-03-04 14:45:00 
Presentation Time 25 
Registration for SS 
Paper # IEICE-SS2018-62 
Volume (vol) IEICE-118 
Number (no) no.471 
Page pp.61-66 
#Pages IEICE-6 
Date of Issue IEICE-SS-2019-02-25 

[Return to Top Page]

[Return to IEICE Web Page]

The Institute of Electronics, Information and Communication Engineers (IEICE), Japan