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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)
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

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) 
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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  
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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)
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Speaker
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 


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