標題: A Heuristic Data Distribution Scheme for Data Mining Applications on Grid Environments
作者: Yang, Chao-Tung
Shih, Wen-Chung
Tseng, Shian-Shyong
資訊工程學系
Department of Computer Science
公開日期: 1-一月-2008
摘要: Effective data distribution techniques can significantly reduce the total execution time of a program on grid computing environments, especially for data mining applications. In this paper, we describe a linear programming formulation for the data distribution problem on grids. Furthermore, a heuristic method, named HDDS (Heuristic Data Distribution Scheme), is proposed to solve this problem. We implement the parallel association rule mining method and conduct the experimentations on our grid testbed. Experimental results showed that data mining programs using our HDDS to distribute data could execute more efficiently than traditional schemes could.
URI: http://dx.doi.org/10.1109/FUZZY.2008.4630704
http://hdl.handle.net/11536/146227
ISSN: 1098-7584
DOI: 10.1109/FUZZY.2008.4630704
期刊: 2008 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-5
起始頁: 2398
顯示於類別:會議論文