A System for Parallel Data Mining Service on Cloud

被引:2
|
作者
Chen, Tao
Chen, Jidong
Zhou, Baoyao
机构
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
相关论文
共 50 条
  • [41] Service Mining for Trusted Service Composition in Cross-Cloud Environment
    Wu, Taotao
    Dou, Wanchun
    Hu, Chunhua
    Chen, Jinjun
    IEEE SYSTEMS JOURNAL, 2017, 11 (01): : 283 - 294
  • [42] Research on Key Technologies of Data Mining System Based on Web Service
    Yi, Wang
    PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON MECHATRONICS ENGINEERING AND INFORMATION TECHNOLOGY (ICMEIT), 2016, 57 : 225 - 230
  • [43] Cloud Platform Based on Mobile Internet Service Opportunistic Drive and Application Aware Data Mining
    Zhou, Ge
    JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING, 2015, 2015
  • [44] The Application of Web Service Technology in Data Mining System Algorithm Library
    Wu Yang-bo
    2011 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT), VOLS 1-4, 2012, : 2473 - 2477
  • [45] Integration Data Model for Continuous Service Delivery in Cloud Computing System
    Efimov, V. V.
    Mescheryakov, S., V
    Shchemelinin, D. A.
    DISTRIBUTED COMPUTER AND COMMUNICATION NETWORKS (DCCN 2017), 2017, 700 : 87 - 97
  • [46] A Grid and Cloud Based System for Data Grouping Computation and Online Service
    Li, Wing-Ning
    Hayes, Donald
    Baran, Jonathan
    Porter, Cameron
    Schweiger, Tom
    INTERNATIONAL JOURNAL OF GRID AND HIGH PERFORMANCE COMPUTING, 2011, 3 (04) : 39 - 52
  • [47] Data Mining Application Based On Cloud Model In Spatial Decision Support System
    Wang, Hong-li
    Meng, Li
    Cao, Mu-kun
    Li, Yan
    2008 ISECS INTERNATIONAL COLLOQUIUM ON COMPUTING, COMMUNICATION, CONTROL, AND MANAGEMENT, VOL 1, PROCEEDINGS, 2008, : 547 - +
  • [48] Multisource Remote Sensing Data Mining System Construction in Cloud Computing Environment
    Dong YinDi
    Liu ChengJun
    PROCEEDINGS OF THE 2015 4TH INTERNATIONAL CONFERENCE ON COMPUTER, MECHATRONICS, CONTROL AND ELECTRONIC ENGINEERING (ICCMCEE 2015), 2015, 37 : 712 - 716
  • [49] Distributed Intrusion Detection System for Cloud Environments based on Data Mining techniques
    Idhammad, Mohamed
    Afdel, Karim
    Belouch, Mustapha
    PROCEEDINGS OF THE FIRST INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING IN DATA SCIENCES (ICDS2017), 2018, 127 : 35 - 41
  • [50] Intelligent Traffic Control System Based on Cloud Computing and Big Data Mining
    Mu Shengdong
    Xiong Zhengxian
    Tian Yixiang
    IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2019, 15 (12) : 6583 - 6592