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Paper Abstract and Keywords
Presentation 2022-11-26 15:40
Sample Program Recommendation System to Support Programming Education
Yoshihisa Udagawa (Tokyo Univ. of Information Sciences) SWIM2022-24
Abstract (in Japanese) (See Japanese page) 
(in English) One effective way to learn programming techniques is to reuse sample programs. As the number of sample programs increases, however, it becomes difficult to deal with sample programs by checking them visually. To over-come this shortcoming, research and development of a program recommendation system have been actively conducted. The recommendation system proposed in this study is characterized by clustering sample programs based on the set of invoked APIs and computing recommendations based on tf-idf for each clustering. Experimental results show the effec-tiveness of the proposed approach.
Keyword (in Japanese) (See Japanese page) 
(in English) Recommendation System for Software Engineering / Mining Software Repositories / Lexical analysis / Maximum Frequent Set / Tf-idf / Unsupervised Machine Learning / Programming education /  
Reference Info. IEICE Tech. Rep., vol. 122, no. 282, SWIM2022-24, pp. 20-26, Nov. 2022.
Paper # SWIM2022-24 
Date of Issue 2022-11-19 (SWIM) 
ISSN 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 SWIM2022-24

Conference Information
Committee SWIM  
Conference Date 2022-11-26 - 2022-11-26 
Place (in Japanese) (See Japanese page) 
Place (in English) Kikai-Shinko-Kaikan Bldg. 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Management and IT, etc (Workshop) 
Paper Information
Registration To SWIM 
Conference Code 2022-11-SWIM 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Sample Program Recommendation System to Support Programming Education 
Sub Title (in English)  
Keyword(1) Recommendation System for Software Engineering  
Keyword(2) Mining Software Repositories  
Keyword(3) Lexical analysis  
Keyword(4) Maximum Frequent Set  
Keyword(5) Tf-idf  
Keyword(6) Unsupervised Machine Learning  
Keyword(7) Programming education  
1st Author's Name Yoshihisa Udagawa  
1st Author's Affiliation Tokyo University of Information Sciences (Tokyo Univ. of Information Sciences)
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Speaker Author-1 
Date Time 2022-11-26 15:40:00 
Presentation Time 25 minutes 
Registration for SWIM 
Paper # SWIM2022-24 
Volume (vol) vol.122 
Number (no) no.282 
Page pp.20-26 
Date of Issue 2022-11-19 (SWIM) 

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