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NIS-Apriori-based rule generation with three-way decisions and its application system in SQL
http://hdl.handle.net/10228/00007880
http://hdl.handle.net/10228/00007880db5aaa8f-46bd-4d1b-8f35-f004c2eccfeb
| 名前 / ファイル | ライセンス | アクション |
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j.ins.2018.09.008.pdf (1.6 MB)
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| アイテムタイプ | 学術雑誌論文 = Journal Article(1) | |||||||||||||
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| 公開日 | 2020-09-04 | |||||||||||||
| 資源タイプ | ||||||||||||||
| 資源タイプ識別子 | http://purl.org/coar/resource_type/c_6501 | |||||||||||||
| 資源タイプ | journal article | |||||||||||||
| タイトル | ||||||||||||||
| タイトル | NIS-Apriori-based rule generation with three-way decisions and its application system in SQL | |||||||||||||
| 言語 | en | |||||||||||||
| 言語 | ||||||||||||||
| 言語 | eng | |||||||||||||
| 著者 |
酒井, 浩
× 酒井, 浩
WEKO
6421
× Nakata, Michinori× Watada, Junzo |
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| 抄録 | ||||||||||||||
| 内容記述タイプ | Abstract | |||||||||||||
| 内容記述 | In the study, non-deterministic information systems-Apriori-based (NIS-Apriori-based) rule generation from table data sets with incomplete information, SQL implementation, and the unique characteristics of the new framework are presented. Additionally, a few unsolved new research topics are proposed based on the framework. We follow the framework of NISs and propose certain rules and possible rules based on possible world semantics. Although each rule τ depends on a large number of possible tables, we prove that each rule τ is determined by examining only two τ -dependent possible tables. The NIS-Apriori algorithm is an adjusted Apriori algorithm that can handle such tables. Furthermore, it is logically sound and complete with regard to the rules. Subsequently, the implementation of the NIS-Apriori algorithm in SQL is described and a few new topics induced by effects of NIS-Apriori-based rule generation are confirmed. One of the topics that are considered is the possibility of estimating missing values via the obtained certain rules. The proposed methodology and the environment yielded by NIS-Apriori-based rule generation in SQL are useful for table data analysis with three-way decisions. | |||||||||||||
| 言語 | en | |||||||||||||
| 書誌情報 |
en : Information Sciences 巻 507, p. 755-771, 発行日 2018-09-04 |
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| 出版者 | Elsevier | |||||||||||||
| DOI | ||||||||||||||
| 関連タイプ | isVersionOf | |||||||||||||
| 識別子タイプ | DOI | |||||||||||||
| 関連識別子 | https://doi.org/10.1016/j.ins.2018.09.008 | |||||||||||||
| ISSN | ||||||||||||||
| 収録物識別子タイプ | PISSN | |||||||||||||
| 収録物識別子 | 0020-0255 | |||||||||||||
| 著作権関連情報 | ||||||||||||||
| 権利情報 | Copyright (c) 2018 Elsevier Inc. All rights reserved. | |||||||||||||
| キーワード | ||||||||||||||
| 主題Scheme | Other | |||||||||||||
| 主題 | Rule generation | |||||||||||||
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| 主題Scheme | Other | |||||||||||||
| 主題 | Three-way decisions | |||||||||||||
| キーワード | ||||||||||||||
| 主題Scheme | Other | |||||||||||||
| 主題 | Possible world semantics | |||||||||||||
| キーワード | ||||||||||||||
| 主題Scheme | Other | |||||||||||||
| 主題 | NIS-Apriori algorithm | |||||||||||||
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| 主題Scheme | Other | |||||||||||||
| 主題 | Soundness and completeness | |||||||||||||
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| 主題Scheme | Other | |||||||||||||
| 主題 | Implementation in SQL | |||||||||||||
| キーワード | ||||||||||||||
| 主題Scheme | Other | |||||||||||||
| 主題 | Imputation of missing values | |||||||||||||
| 出版タイプ | ||||||||||||||
| 出版タイプ | AM | |||||||||||||
| 出版タイプResource | http://purl.org/coar/version/c_ab4af688f83e57aa | |||||||||||||
| 査読の有無 | ||||||||||||||
| 値 | yes | |||||||||||||
| 研究者情報 | ||||||||||||||
| URL | https://hyokadb02.jimu.kyutech.ac.jp/html/133_ja.html | |||||||||||||
| 論文ID（連携） | ||||||||||||||
| 値 | 10332191 | |||||||||||||
| 連携ID | ||||||||||||||
| 値 | 8010 | |||||||||||||
