Paper Abstract and Keywords |
Presentation |
2025-01-24 12:40
[Encouragement Talk]
Automatic Test Cases Generation Method by Structuring Specification Documents Using the Seq2Seq Yuki Shimizu, Kiyoshi Ueda (Nihon Univ.) NS2024-185 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In the development of large-scale communication software, methods have been explored to address challenges such as rising development costs and personnel shortages by using machine learning to automatically generate system test cases from requirement specifications.
To further enhance the accuracy of these automatically generated test cases, this research introduces a method that utilizes deep learning to structure requirement specifications and generate test items.
Specifically, we propose a Seq2Seq model with an attention mechanism to improve accuracy compared to previous approaches.
When trained on various IT system specifications, the proposed method demonstrated high accuracy. Although it did not outperform CRF models from prior research, it significantly surpassed the accuracy of LSTM-based models. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Large-scale Communication Software / Automatic Test Cases Generation / Seq2Seq Model / Attention / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 124, no. 344, NS2024-185, pp. 89-93, Jan. 2025. |
Paper # |
NS2024-185 |
Date of Issue |
2025-01-16 (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 |
NS2024-185 |
Conference Information |
Committee |
NS NWS |
Conference Date |
2025-01-23 - 2025-01-24 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Higashi-Yodogawa Community Center + Online |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Network software (Software architecture, Middleware), Network application, SOA/SDP, NGN/IMS/API, Distributed control/Dynamic routing, Grid, NFV, IoT, Network/System reliability, Network/System evaluation, etc. |
Paper Information |
Registration To |
NS |
Conference Code |
2025-01-NS-NWS |
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 the Seq2Seq |
Sub Title (in English) |
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Keyword(1) |
Large-scale Communication Software |
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Automatic Test Cases Generation |
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Seq2Seq Model |
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Attention |
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1st Author's Name |
Yuki Shimizu |
1st Author's Affiliation |
Nihon University (Nihon Univ.) |
2nd Author's Name |
Kiyoshi Ueda |
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Nihon University (Nihon Univ.) |
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Speaker |
Author-1 |
Date Time |
2025-01-24 12:40:00 |
Presentation Time |
25 minutes |
Registration for |
NS |
Paper # |
NS2024-185 |
Volume (vol) |
vol.124 |
Number (no) |
no.344 |
Page |
pp.89-93 |
#Pages |
5 |
Date of Issue |
2025-01-16 (NS) |