Institute of Computing Technology, Chinese Academy IR
An Improved Algorithm for Attribute Reduction Based on Database Technology | |
Ding, Shifei1,2; Ding, Hao1; Jin, Fengxiang3 | |
2011-10-01 | |
发表期刊 | INFORMATION-AN INTERNATIONAL INTERDISCIPLINARY JOURNAL |
ISSN | 1343-4500 |
卷号 | 14期号:10页码:3489-3497 |
摘要 | Attribute reduction is the core issue of Rough Set theory and it has become the focus and hot spot of research in the field of Rough Set. At present, many attribute reduction algorithms are based on main memory and need I/O of text to achieve, which largely limit the application of these algorithms. In order to make up for the drawback of traditional attribute reduction model, some scholars proposed that combining rough set theory with relational database and using SQL language to achieve the algorithm. On one hand it can improve the algorithm efficiency, on the other hand it can also facilitate the real database application. In this paper, we propose an improved reduction algorithm based on database technology which omittes seeking nuclear steps to improve the efficiency of the algorithm. We also optimize relation query so that it can apply to inconsistent decision-making table. Finally, an example is given to illustrate the effectiveness of the algorithm. |
关键词 | Rough set Attribute reduction Database model SQL |
收录类别 | SCI |
语种 | 英语 |
资助项目 | Natural Science Foundation of Jiangsu Province of China[BK2009093] ; National Natural Science Foundation of China[41074003] ; National Natural Science Foundation of China[60975039] |
WOS研究方向 | Engineering |
WOS类目 | Engineering, Multidisciplinary |
WOS记录号 | WOS:000299301100028 |
出版者 | INT INFORMATION INST |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.204/handle/2XEOYT63/13259 |
专题 | 中国科学院计算技术研究所期刊论文_英文 |
通讯作者 | Ding, Shifei |
作者单位 | 1.China Univ Min & Technol, Sch Comp Sci & Technol, Xuzhou 221116, Peoples R China 2.Chinese Acad Sci, Key Lab Intelligent Informat Proc, Inst Comp Technol, Beijing 100080, Peoples R China 3.Shandong Univ Sci & Technol, Gemat Coll, Qingdao 266510, Peoples R China |
推荐引用方式 GB/T 7714 | Ding, Shifei,Ding, Hao,Jin, Fengxiang. An Improved Algorithm for Attribute Reduction Based on Database Technology[J]. INFORMATION-AN INTERNATIONAL INTERDISCIPLINARY JOURNAL,2011,14(10):3489-3497. |
APA | Ding, Shifei,Ding, Hao,&Jin, Fengxiang.(2011).An Improved Algorithm for Attribute Reduction Based on Database Technology.INFORMATION-AN INTERNATIONAL INTERDISCIPLINARY JOURNAL,14(10),3489-3497. |
MLA | Ding, Shifei,et al."An Improved Algorithm for Attribute Reduction Based on Database Technology".INFORMATION-AN INTERNATIONAL INTERDISCIPLINARY JOURNAL 14.10(2011):3489-3497. |
条目包含的文件 | 条目无相关文件。 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论