Data Ming Grid: a New Paradigm for Distributed Data Mining System

被引:0
|
作者
Chen Ping [1 ]
Liu Zhen [1 ]
Qiao Xiuquan
Tian Xiaoping [1 ]
机构
[1] Beijing Normal Univ, Ctr Informat & Network Technol, Beijing 100875, Peoples R China
关键词
D O I
10.1109/MUE.2009.50
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
On the background of the challenges from distributed data mining and the development of Grid, the Data Mining Grid (DMG) is emerging. DMG is the combination of the data mining and the grid computing, which can satisfy the needs of data mining and knowledge discovery for business in a grid computing environment. This paper proposed an architecture of DMG and explains mechanism for DMG. A system prototype of MDG is designed too. Finally, two of the most important issues, which are the design of the metadata service in DMG and the distributed data mining algorithm, are investigated.
引用
收藏
页码:238 / +
页数:3
相关论文
共 50 条
  • [1] Distributed data mining on the grid
    Cannataro, M
    Talia, D
    Trunfio, P
    [J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2002, 18 (08): : 1101 - 1112
  • [2] Distributed data mining on the grid
    Jiang, WS
    Yu, JH
    [J]. PROCEEDINGS OF 2005 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-9, 2005, : 2010 - 2014
  • [3] The application of grid on distributed data mining
    Jiang, WS
    Yu, JH
    [J]. PROCEEDINGS OF THE 11TH JOINT INTERNATIONAL COMPUTER CONFERENCE, 2005, : 643 - 646
  • [4] Distributed Data Mining in the Grid Environment
    SelvaLakshmi, C. B.
    Murali, S.
    Chanthiya, P.
    Karthikayan, P. N.
    [J]. PROCEEDINGS OF INTERNATIONAL CONFERENCE ON INTERNET COMPUTING AND INFORMATION COMMUNICATIONS (ICICIC GLOBAL 2012), 2014, 216 : 151 - 157
  • [5] Distributed mining of maximal frequent itemsets on a Data Grid system
    Luo, Congnan
    Pereira, Anil L.
    Chung, Soon M.
    [J]. JOURNAL OF SUPERCOMPUTING, 2006, 37 (01): : 71 - 90
  • [6] Distributed Mining of Maximal Frequent Itemsets on a Data Grid System
    Congnan Luo
    Anil L. Pereira
    Soon M. Chung
    [J]. The Journal of Supercomputing, 2006, 37 : 71 - 90
  • [7] Admire framework: Distributed data mining on data Grid platforms
    Le-Khac, Nhien-An
    Kechadi, Tahar
    Carthy, Joe
    [J]. ICSOFT 2006: PROCEEDINGS OF THE FIRST INTERNATIONAL CONFERENCE ON SOFTWARE AND DATA TECHNOLOGIES, VOL 2, 2006, : 67 - +
  • [8] A Security-enabled Grid System for MINDS Distributed Data Mining
    Kim, Seonho
    Kim, Jinoh
    Weissman, Jon B.
    [J]. JOURNAL OF GRID COMPUTING, 2014, 12 (03) : 521 - 542
  • [9] A Security-enabled Grid System for MINDS Distributed Data Mining
    Seonho Kim
    Jinoh Kim
    Jon B. Weissman
    [J]. Journal of Grid Computing, 2014, 12 : 521 - 542
  • [10] Distributed data mining in grid computing environments
    Luo, Ping
    Lu, Kevin
    Shi, Zhongzhi
    He, Qing
    [J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2007, 23 (01): : 84 - 91