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Paper Abstract and Keywords
Presentation 2024-06-06 17:50
Automatic Test Cases Generation Method by Structuring Specification Documents Using LSTM
Yuki Shimizu, Kiyoshi Ueda (Nihon Univ.) NS2024-32
Abstract (in Japanese) (See Japanese page) 
(in English) In the development of large-scale communication software, due to the increase in development cost and shortage of manpower, a method to automatically generate test cases of system testing from requirement specifications using machine learning has been studied. In this study, we establish a method for automatic test case generation by automatically structuring requirement specifications using deeplearning, and aim to further improve its accuracy. To improve the accuracy and normalize the loss value change, we proposed to change the Oputimizer and the initial learning rate, and to implement mini batch learning. Although not as accurate as CRF, the results exceeded the accuracy of previous studies and normalized the change in LOSS values.
Keyword (in Japanese) (See Japanese page) 
(in English) Large-scale Communication Software / Automatic Test Cases Generation / LSTM / / / / /  
Reference Info. IEICE Tech. Rep., vol. 124, no. 64, NS2024-32, pp. 23-27, June 2024.
Paper # NS2024-32 
Date of Issue 2024-05-30 (NS) 
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 NS2024-32

Conference Information
Committee NS PN OCS  
Conference Date 2024-06-06 - 2024-06-07 
Place (in Japanese) (See Japanese page) 
Place (in English)  
Topics (in Japanese) (See Japanese page) 
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Paper Information
Registration To NS 
Conference Code 2024-06-NS-PN-OCS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Automatic Test Cases Generation Method by Structuring Specification Documents Using LSTM 
Sub Title (in English)  
Keyword(1) Large-scale Communication Software  
Keyword(2) Automatic Test Cases Generation  
Keyword(3) LSTM  
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1st Author's Name Yuki Shimizu  
1st Author's Affiliation Nihon University (Nihon Univ.)
2nd Author's Name Kiyoshi Ueda  
2nd Author's Affiliation Nihon University (Nihon Univ.)
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Speaker Author-1 
Date Time 2024-06-06 17:50:00 
Presentation Time 25 minutes 
Registration for NS 
Paper # NS2024-32 
Volume (vol) vol.124 
Number (no) no.64 
Page pp.23-27 
#Pages 5 
Date of Issue 2024-05-30 (NS) 

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