Problem of knowledge discovery in noisy databases

被引:0
|
作者
Vadim Vagin
Marina Fomina
机构
[1] Moscow Power Engineering Institute (Technical University),
关键词
Information generalization; Data mining; Knowledge discovery; Decision tree; Production rules; Model of information noise; Learning sample;
D O I
暂无
中图分类号
学科分类号
摘要
The problem of information generalization for real data that may contain noisy data is considered. Various models of information noise are presented, and the influence of noise to the algorithms of generalization is discussed. We used the methods of constructing decision trees and forming production rules. The results of the modeling are presented.
引用
收藏
页码:135 / 145
页数:10
相关论文
共 50 条
  • [1] Problem of knowledge discovery in noisy databases
    Vagin, Vadim
    Fomina, Marina
    [J]. INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2011, 2 (03) : 135 - 145
  • [2] Methods of knowledge discovery in "noisy" databases
    Berisha, AM
    Vagin, VN
    Kulikov, AV
    Fomina, MV
    [J]. JOURNAL OF COMPUTER AND SYSTEMS SCIENCES INTERNATIONAL, 2005, 44 (06) : 973 - 987
  • [3] Contribution to the problem of knowledge discovery of a processional character in databases
    Lesso, Igor
    Horovcak, Pavel
    Flegner, Patrik
    Gasparova, Zuzana
    [J]. 2015 16TH INTERNATIONAL CARPATHIAN CONTROL CONFERENCE (ICCC), 2015, : 290 - 294
  • [4] KNOWLEDGE DISCOVERY IN DATABASES
    PIATETSKYSHAPIRO, G
    [J]. IEEE EXPERT-INTELLIGENT SYSTEMS & THEIR APPLICATIONS, 1991, 6 (05): : 74 - 76
  • [5] Knowledge discovery in databases
    Düsing, R
    [J]. WIRTSCHAFTSINFORMATIK, 2000, 42 (01): : 74 - 75
  • [6] Knowledge discovery in databases
    Norton, MJ
    [J]. LIBRARY TRENDS, 1999, 48 (01) : 9 - 21
  • [7] Using relevant reasoning to solve the relevancy problem in knowledge discovery in databases
    Gouda, GA
    Cheng, J
    [J]. 1998 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-5, 1998, : 1473 - 1478
  • [8] Revisable knowledge discovery in databases
    Narayanan, A
    [J]. INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 1996, 11 (02) : 75 - 96
  • [9] Knowledge discovery in endgame databases
    Schlosser, M
    [J]. ADVANCES IN INTELLIGENT DATA ANALYSIS: REASONING ABOUT DATA, 1997, 1280 : 423 - 435
  • [10] KNOWLEDGE DISCOVERY IN MOLECULAR DATABASES
    CONKLIN, D
    FORTIER, S
    GLASGOW, J
    [J]. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 1993, 5 (06) : 985 - 987