Title :
A Web-Based Database Management System Supporting Parallel Data Mining Service on PC Clusters
Author :
Liang, Tyng-Yeu ; Wang, Siou-Ying ; Chang, Liang-I
Author_Institution :
Dept. of Electr. Eng., Nat. Kaohsiung Univ. of Appl. Sci.
fDate :
Aug. 30 2006-Sept. 1 2006
Abstract :
In this study, we develop a database management system which provides users with on-line Web services to build and manage their databases and perform parallel data mining on Internet. We exploit two different programming toolkits, i.e., MPI and DSM to parallelize association rules on PC clusters in order to minimize response time. In addition, we have evaluated the performance of these two programming toolkits on parallelization of data association mining. Our experimental results show that both of MPI and DSM are effective for parallel data association mining while MPI provides a 30~45% performance improvement than DSM
Keywords :
Internet; data mining; database management systems; distributed shared memory systems; message passing; parallel processing; workstation clusters; DSM; Internet; MPI; PC cluster; association rule; database management system; distributed shared memory; message passing interface; online Web service; parallel data association mining; programming toolkit; Association rules; Computational efficiency; Computer networks; Concurrent computing; Data mining; Database systems; Decision making; Engineering management; Parallel programming; Web services; DSM; MPI; PC clusters; association rule; web services;
Conference_Titel :
Innovative Computing, Information and Control, 2006. ICICIC '06. First International Conference on
Conference_Location :
Beijing
Print_ISBN :
0-7695-2616-0
DOI :
10.1109/ICICIC.2006.224