Paper Abstract and Keywords |
Presentation |
2019-06-22 09:05
[Short Paper]
Analysis of Key Factors in Corporate Growth by XGBoost
-- Case Study of Machine Manufacturing Industries -- Hikari Kaji, Marina Yamamoto, Yukari Shirota (Gakushuin Univ.) DE2019-1 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
We conducted a regression analysis of which response variable is the sales profit rate in Japanese machine manufacturing industries. We use as predictor variables the net sales, the total capital, the inventory turnover rate, and the sales growth rate. Regression analysis methods we used are machine learning algorithms such as XGBoost and Random Forest, other than the traditional multiple regression. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Corporate analysis / Sales profit rate / XGBoost / Regression / Predictor / Relative importance / / |
Reference Info. |
IEICE Tech. Rep., vol. 119, no. 99, DE2019-1, pp. 1-4, June 2019. |
Paper # |
DE2019-1 |
Date of Issue |
2019-06-15 (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) |
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DE2019-1 |
Conference Information |
Committee |
DE |
Conference Date |
2019-06-22 - 2019-06-22 |
Place (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
DE |
Conference Code |
2019-06-DE |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Analysis of Key Factors in Corporate Growth by XGBoost |
Sub Title (in English) |
Case Study of Machine Manufacturing Industries |
Keyword(1) |
Corporate analysis |
Keyword(2) |
Sales profit rate |
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XGBoost |
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Regression |
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Predictor |
Keyword(6) |
Relative importance |
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1st Author's Name |
Hikari Kaji |
1st Author's Affiliation |
Gakushuin University (Gakushuin Univ.) |
2nd Author's Name |
Marina Yamamoto |
2nd Author's Affiliation |
Gakushuin University (Gakushuin Univ.) |
3rd Author's Name |
Yukari Shirota |
3rd Author's Affiliation |
Gakushuin University (Gakushuin Univ.) |
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Speaker |
Author-1 |
Date Time |
2019-06-22 09:05:00 |
Presentation Time |
15 minutes |
Registration for |
DE |
Paper # |
DE2019-1 |
Volume (vol) |
vol.119 |
Number (no) |
no.99 |
Page |
pp.1-4 |
#Pages |
4 |
Date of Issue |
2019-06-15 (DE) |
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