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Paper Abstract and Keywords
Presentation 2025-09-18 10:05
Visual Explaining Economic Growth Factors with SHAP -- A Case Study of Education and Infrastructure Indicators in Indian States --
Ryutaro Narita, Yukari Shirota (Gakushuin Univ.) DE2025-16
Abstract (in Japanese) (See Japanese page) 
(in English) This study conducts a regression analysis using data from various states in India, with GDP per capita as the target variable. The objective is to examine whether investments in technical education or general education have a greater impact on GDP growth, based on education expenditure data. As an explainable AI (XAI) approach within the regression model, we employ SHAP (SHapley Additive exPlanations). SHAP is a method that quantitatively indicates the contribution of each explanatory variable to the target variable, thereby enhancing the interpretability of black-box models. The analysis reveals that technical education plays a significant role in driving economic growth. This method enables the visualization of regional differences in growth factors and structural trends, offering valuable insights for policymaking.
Keyword (in Japanese) (See Japanese page) 
(in English) India / GDP per capita / technical education / general education / STEM / SHAP / clustering /  
Reference Info. IEICE Tech. Rep., vol. 125, no. 179, DE2025-16, pp. 50-53, Sept. 2025.
Paper # DE2025-16 
Date of Issue 2025-09-09 (DE) 
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 DE2025-16

Conference Information
Committee IPSJ-DBS IPSJ-IFAT DE  
Conference Date 2025-09-16 - 2025-09-18 
Place (in Japanese) (See Japanese page) 
Place (in English) Hamamatsu ACT city 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Bigdata management, information retrieval, knowledge discovery, etc. 
Paper Information
Registration To DE 
Conference Code 2025-09-DBS-IFAT-DE 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Visual Explaining Economic Growth Factors with SHAP 
Sub Title (in English) A Case Study of Education and Infrastructure Indicators in Indian States 
Keyword(1) India  
Keyword(2) GDP per capita  
Keyword(3) technical education  
Keyword(4) general education  
Keyword(5) STEM  
Keyword(6) SHAP  
Keyword(7) clustering  
Keyword(8)  
1st Author's Name Ryutaro Narita  
1st Author's Affiliation Gakushuin University (Gakushuin Univ.)
2nd Author's Name Yukari Shirota  
2nd Author's Affiliation Gakushuin University (Gakushuin Univ.)
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Speaker Author-1 
Date Time 2025-09-18 10:05:00 
Presentation Time 25 minutes 
Registration for DE 
Paper # DE2025-16 
Volume (vol) vol.125 
Number (no) no.179 
Page pp.50-53 
#Pages 4 
Date of Issue 2025-09-09 (DE) 

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