KDDML-G: a grid-enabled knowledge discovery system

被引:3
作者
Romei, Andrea [1 ]
Sciolla, Matteo [1 ]
Turini, Franco [1 ]
Valentini, Marlis [1 ]
机构
[1] Univ Pisa, Dipartimento Informat, I-56127 Pisa, Italy
关键词
distributed data mining; grid middleware; classification;
D O I
10.1002/cpe.1208
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
KDDML-G is a middleware language and system for knowledge discovery on the grid. The challenge that motivated the development of a grid-enabled version of the 'standalone' KDDML (Knowledge Discovery in Databases Markup Language) environment was on one side to exploit the parallelism offered by the grid environment, and on the other side to overcome the problem of data immovability, a quite frequent restriction on real-world data collections that has principally a privacy-preserving purpose. The last question is addressed by moving the code and 'mining' the data 'on the place', that is by adapting the computation to the availability and localization of the data. Copyright (C) 2007 John Wiley & Sons, Ltd.
引用
收藏
页码:1785 / 1809
页数:25
相关论文
共 24 条
  • [1] ALCAMO P, 2000, P 4 INT C FLEX QUER, V2829, P413
  • [2] Aldinucci M, 2003, LECT NOTES COMPUT SC, V2790, P712
  • [3] ALDINUCCI M, 2004, TR0409 U PIS DIP INF
  • [4] ALDINUCCI M, 2003, P INT EUR 03 KLAG AU, P1295
  • [5] The design of discovery net: Towards open grid services for knowledge discovery
    AlSairafi, S
    Emmanouil, FS
    Ghanem, M
    Giannadakis, N
    Guo, Y
    Kalaitzopoulos, D
    Osmond, M
    Rowe, A
    Syed, J
    Wendel, P
    [J]. INTERNATIONAL JOURNAL OF HIGH PERFORMANCE COMPUTING APPLICATIONS, 2003, 17 (03) : 297 - 315
  • [6] Baglioni M, 2003, LECT NOTES ARTIF INT, V2829, P225
  • [7] From TeraGrid to knowledge grid
    Berman, F
    [J]. COMMUNICATIONS OF THE ACM, 2001, 44 (11) : 27 - 28
  • [8] BREZANY P, 2005, WEB INTELLIGENCE, V5, P150
  • [9] BUETI G, 2004, P 6 INT C HIGH PERF, V3402, P156
  • [10] Distributed data mining on grids: Services, tools, and applications
    Cannataro, M
    Congiusta, A
    Pugliese, A
    Talia, D
    Trunfio, P
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2004, 34 (06): : 2451 - 2465