An association-analysis based web mining preprocessing algorithm | |
Ma, Dong-Lin; Gao, Wei-Jun | |
2012 | |
会议日期 | December 11, 2011 - December 13, 2011 |
会议地点 | Taichung, Taiwan |
关键词 | Algorithms Classification (of information) Data handling Information systems Information use Manufacture Rough set theory Association analysis Attribute reduction Data sets Indiscernibility matrix Pre-processing algorithms Relation information Rough set Web Mining |
卷号 | 121-126 |
DOI | 10.4028/www.scientific.net/AMM.121-126.3642 |
页码 | 3642-3646 |
英文摘要 | Aimed to overcome the deficiency of abundant data to web mining, the paper proposed an association-analysis based algorithm. Firstly, we construct the relation Information System using original data sets. Secondly, make use of attribute reduction theory of Rough sets to produce the Core of Information System. Core is the most important and necessary information which cannot reduce in original Information System. So it can get a same effect as original data sets to data analysis, and can construct classification modeling using it. Thirdly, construct indiscernibility matrix using reduced Information System, and finally, get the classification of original data sets. The experiments shows that the proposed algorithm can get high efficiency and can avoid the abundant data in follow-up data processing. |
会议录 | Applied Mechanics and Materials |
会议录出版者 | Trans Tech Publications, P.O. Box 1254, Clausthal-Zellerfeld, D-38670, Germany |
语种 | 英语 |
ISSN号 | 16609336 |
内容类型 | 会议论文 |
源URL | [http://ir.lut.edu.cn/handle/2XXMBERH/116002] |
专题 | 党委学生工作部(学生处、易班、武装部) |
作者单位 | Lanzhou University of Technology, Lanzhou 730050, China |
推荐引用方式 GB/T 7714 | Ma, Dong-Lin,Gao, Wei-Jun. An association-analysis based web mining preprocessing algorithm[C]. 见:. Taichung, Taiwan. December 11, 2011 - December 13, 2011. |
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