Mining actionable behavioral rules
文献类型：期刊论文
| 作者 | Su, Peng1; Mao, Wenji2 ; Zeng, Daniel2,3; Zhao, Huimin4
|
| 刊名 | DECISION SUPPORT SYSTEMS
 |
| 出版日期 | 2012-12-01 |
| 卷号 | 54期号:1页码:142-152 |
| 关键词 | Data mining Actionable knowledge discovery Actionable behavioral rule |
| 英文摘要 | Many applications can benefit from constructing models to predict the behavior of an entity. However, such models do not provide the user with explicit knowledge that can be directly used to influence (restrain or encourage) behavior for the user's interest. Undoubtedly, the user often exactly needs such knowledge. This type of knowledge is called actionable knowledge. Actionability is a very important criterion measuring the interestingness of mined patterns. In this paper, to mine such knowledge, we take a first step toward formally defining a new class of data mining problem, named actionable behavioral rule mining. Our definition explicitly states the problem as a search problem in a framework of support and expected utility. We also propose two algorithms for mining such rules. Our experiment shows the validity of our approach, as well as the practical value of our defined problem. (C) 2012 Elsevier B.V. All rights reserved. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Computer Science, Artificial Intelligence ; Computer Science, Information Systems ; Operations Research & Management Science |
| 研究领域[WOS] | Computer Science ; Operations Research & Management Science |
| 关键词[WOS] | PATTERNS ; SYSTEMS |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000313152200013 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/3606]  |
| 专题 | 自动化研究所_复杂系统管理与控制国家重点实验室_先进控制与自动化团队 |
| 作者单位 | 1.Shandong jianzhu Univ, Sch Management Engn, Jinan 250101, Shandong, Peoples R China 2.Chinese Acad Sci, State Key Lab Management & Control Complex Syst, Inst Automat, Beijing 100190, Peoples R China 3.Univ Arizona, Dept Management Informat Syst, Tucson, AZ 85721 USA 4.Univ Wisconsin, Sheldon B Lubar Sch Business, Milwaukee, WI 53201 USA |
| 推荐引用方式 GB/T 7714 | Su, Peng,Mao, Wenji,Zeng, Daniel,et al. Mining actionable behavioral rules[J]. DECISION SUPPORT SYSTEMS,2012,54(1):142-152. |
| APA | Su, Peng,Mao, Wenji,Zeng, Daniel,&Zhao, Huimin.(2012).Mining actionable behavioral rules.DECISION SUPPORT SYSTEMS,54(1),142-152. |
| MLA | Su, Peng,et al."Mining actionable behavioral rules".DECISION SUPPORT SYSTEMS 54.1(2012):142-152. |
入库方式： OAI收割
来源：自动化研究所
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