KMS Chongqing Institute of Green and Intelligent Technology, CAS
Parallel attribute reduction based on mapreduce | |
Xi, Dachao1,2; Wang, Guoyin2; Zhang, Xuerui2; Zhang, Fan2 | |
2014 | |
摘要 | With the explosive increment of data, varieties of the parallel attribute reduction algorithm have been studied. To promote its efficiency, this paper proposes a new parallel attribute reduction algorithm based on MapReduce. It contains three parts, parallel computation of a simplified decision table, parallel computation of attribute significance and parallel computation of decision table. Data with different sizes are experimented. The experimental result shows that our algorithm has the ability of processing massive data with efficiency. © Springer International Publishing Switzerland 2014. |
语种 | 英语 |
DOI | 10.1007/978-3-319-11740-9_58 |
会议(录)名称 | 9th International Conference on Rough Sets and Knowledge Technology, RSKT 2014 |
页码 | 631-641 |
通讯作者 | Wang, Guoyin |
收录类别 | EI |
会议地点 | Shanghai, China |
会议日期 | October 24, 2014 - October 26, 2014 |