A System for Parallel Data Mining Service on Cloud

被引:2
|
作者
Chen, Tao
Chen, Jidong
Zhou, Baoyao
机构
来源
SECOND INTERNATIONAL CONFERENCE ON CLOUD AND GREEN COMPUTING / SECOND INTERNATIONAL CONFERENCE ON SOCIAL COMPUTING AND ITS APPLICATIONS (CGC/SCA 2012) | 2012年
关键词
cloud computing; data mining; hadoop; mahout;
D O I
10.1109/CGC.2012.49
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
We present a cloud-based data mining platform which demonstrates the solution of data mining as a service (DMaaS). In the back end, the data processing engine is based on hadoop, an open-source implementation of Google MapReduce. Implementation of the data mining algorithms in Apache Mahout is deployed in the platform. The user can access DMaaS from his browser for analyzing general purpose data mining problems. In this paper, we give an overview of DMaaS, present the system architecture and implementation techniques, and elaborate on a demonstration scenario.
引用
收藏
页码:329 / 330
页数:2
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