| Paper Abstract and Keywords |
| Presentation |
2008-09-16 11:20
Analysys of Monthly Price Data using Text Data Kiyoshi Izumi (AIST), Takashi Goto (BTMU), Tohgoroh Matsui (TUS) AI2008-18 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In this study, we proposed a new text-mining methods for long-term market analysis. Using our method, we analysed monthly price data of Japanese government bond market. First we extracted feature vectors from
monthly reports of Bank of Japan. Then, trends of the JGB market were estimated by regression analysis using the feature vectors. As a result, determination coefficients were over 75%, and market trends were explained well by the information that was extracted from textual data. Finally, we compared the predictive power of textual data with that of numerical data. As a result, Our text mining method had prediction power superior to the numerical data analysis. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Text mining / Bond market / Out-of-sample forecast / Regression analysis / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 108, no. 208, AI2008-18, pp. 13-16, Sept. 2008. |
| Paper # |
AI2008-18 |
| Date of Issue |
2008-09-09 (AI) |
| ISSN |
Print edition: ISSN 0913-5685 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 |
AI2008-18 |
| Conference Information |
| Committee |
AI |
| Conference Date |
2008-09-16 - 2008-09-16 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Kyoto Univ. Clock Tower |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Social Interaction and Intelligence, etc. |
| Paper Information |
| Registration To |
AI |
| Conference Code |
2008-09-AI |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Analysys of Monthly Price Data using Text Data |
| Sub Title (in English) |
|
| Keyword(1) |
Text mining |
| Keyword(2) |
Bond market |
| Keyword(3) |
Out-of-sample forecast |
| Keyword(4) |
Regression analysis |
| Keyword(5) |
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| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Kiyoshi Izumi |
| 1st Author's Affiliation |
National Institute of Advanced Industrial Science and Technology (AIST) |
| 2nd Author's Name |
Takashi Goto |
| 2nd Author's Affiliation |
Bank of Tokyo-Mitsubishi UFJ (BTMU) |
| 3rd Author's Name |
Tohgoroh Matsui |
| 3rd Author's Affiliation |
Tokyo University of Science (TUS) |
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| Speaker |
Author-1 |
| Date Time |
2008-09-16 11:20:00 |
| Presentation Time |
25 minutes |
| Registration for |
AI |
| Paper # |
AI2008-18 |
| Volume (vol) |
vol.108 |
| Number (no) |
no.208 |
| Page |
pp.13-16 |
| #Pages |
4 |
| Date of Issue |
2008-09-09 (AI) |