| Paper Abstract and Keywords |
| Presentation |
2023-01-11 15:00
Proposal of expanded STRIM and its application to a real-world dataset Taketo Nishio, Tetsuro Saeki (Yamaguchi Univ.), Yuichi Kato (Shimane Univ.) MSS2022-59 SS2022-44 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
We have previously proposed a statistical test rule induction method (STRIM), which induces the causality by if-then rules hiding in the dataset called the decision table in the field of the Rough Sets and confirmed its validity in a simulation model. However, the task of studying its validity and usefulness in a real-world dataset (RWD) was left to future research. Generally, the result of rule induction from an RWD cannot be directly ascertained. In this study, the previous was improved into ex-STRIM, and the improved showed superior results to that by RF in the simulation and equal to that by RF in the RWD. Here, the classification result by Random Forest (RF) was used for an index of validity of that by the previous STRIM. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
decision table / if-then rule / classification problem / statistical test / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 122, no. 329, MSS2022-59, pp. 84-89, Jan. 2023. |
| Paper # |
MSS2022-59 |
| Date of Issue |
2023-01-03 (MSS, SS) |
| 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 |
MSS2022-59 SS2022-44 |
| Conference Information |
| Committee |
MSS SS |
| Conference Date |
2023-01-10 - 2023-01-11 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
|
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
MSS |
| Conference Code |
2023-01-MSS-SS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Proposal of expanded STRIM and its application to a real-world dataset |
| Sub Title (in English) |
|
| Keyword(1) |
decision table |
| Keyword(2) |
if-then rule |
| Keyword(3) |
classification problem |
| Keyword(4) |
statistical test |
| Keyword(5) |
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| Keyword(6) |
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| 1st Author's Name |
Taketo Nishio |
| 1st Author's Affiliation |
Yamaguchi University (Yamaguchi Univ.) |
| 2nd Author's Name |
Tetsuro Saeki |
| 2nd Author's Affiliation |
Yamaguchi University (Yamaguchi Univ.) |
| 3rd Author's Name |
Yuichi Kato |
| 3rd Author's Affiliation |
Shimane University (Shimane Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2023-01-11 15:00:00 |
| Presentation Time |
25 minutes |
| Registration for |
MSS |
| Paper # |
MSS2022-59, SS2022-44 |
| Volume (vol) |
vol.122 |
| Number (no) |
no.329(MSS), no.330(SS) |
| Page |
pp.84-89 |
| #Pages |
6 |
| Date of Issue |
2023-01-03 (MSS, SS) |